{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### View model results and calibration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "//anaconda/lib/python2.7/site-packages/matplotlib/font_manager.py:273: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.\n",
      "  warnings.warn('Matplotlib is building the font cache using fc-list. This may take a moment.')\n"
     ]
    }
   ],
   "source": [
    "from __future__ import print_function\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "import flopy.utils.binaryfile as bf\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from p9model import problem9model\n",
    "%matplotlib inline\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (8, 6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### import some convenience functions from ```functions.py``` for making plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from functions import one2one, plot_residuals, plot_heads, plot_results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### First run the model once with the starting values using the ```problem9model``` class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Kh sand: 75.0 m/d, Kh silt: 1.0 m/d\n"
     ]
    }
   ],
   "source": [
    "p9m = problem9model(basename='P9_1', model_ws='modelfiles')\n",
    "print('Kh sand: {:.1f} m/d, Kh silt: {:.1f} m/d'.format(*p9m.Khvalues.values()))\n",
    "p9m.create_input()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#p9m.m.run_model()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### importing model results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#Create the binary output objects\n",
    "path = 'modelfiles'\n",
    "headobj = bf.HeadFile(os.path.join(path, 'P9_1.hds'))\n",
    "cbobj = bf.CellBudgetFile(os.path.join(path, 'P9_1.cbc'))\n",
    "\n",
    "heads = headobj.get_data()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Now extract the head results at the observation locations:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Well</th>\n",
       "      <th>Row</th>\n",
       "      <th>Column</th>\n",
       "      <th>Head1</th>\n",
       "      <th>Head2</th>\n",
       "      <th>Head3</th>\n",
       "      <th>Y</th>\n",
       "      <th>X</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>P</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>509.12</td>\n",
       "      <td>509.11</td>\n",
       "      <td>508.53</td>\n",
       "      <td>1250</td>\n",
       "      <td>350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>G</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>508.19</td>\n",
       "      <td>507.99</td>\n",
       "      <td>506.84</td>\n",
       "      <td>1050</td>\n",
       "      <td>750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>F</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>508.17</td>\n",
       "      <td>507.79</td>\n",
       "      <td>506.25</td>\n",
       "      <td>1050</td>\n",
       "      <td>1050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>N</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>512.83</td>\n",
       "      <td>512.83</td>\n",
       "      <td>509.78</td>\n",
       "      <td>950</td>\n",
       "      <td>350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>J</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>515.71</td>\n",
       "      <td>515.71</td>\n",
       "      <td>511.62</td>\n",
       "      <td>850</td>\n",
       "      <td>150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>E</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>513.17</td>\n",
       "      <td>513.04</td>\n",
       "      <td>507.68</td>\n",
       "      <td>850</td>\n",
       "      <td>750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>A</td>\n",
       "      <td>7</td>\n",
       "      <td>11</td>\n",
       "      <td>512.22</td>\n",
       "      <td>508.80</td>\n",
       "      <td>507.27</td>\n",
       "      <td>850</td>\n",
       "      <td>1050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>B</td>\n",
       "      <td>7</td>\n",
       "      <td>14</td>\n",
       "      <td>511.95</td>\n",
       "      <td>511.29</td>\n",
       "      <td>507.63</td>\n",
       "      <td>850</td>\n",
       "      <td>1350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>K</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>513.24</td>\n",
       "      <td>512.21</td>\n",
       "      <td>507.76</td>\n",
       "      <td>750</td>\n",
       "      <td>1050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Q</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>518.32</td>\n",
       "      <td>518.18</td>\n",
       "      <td>510.00</td>\n",
       "      <td>650</td>\n",
       "      <td>650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>M</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>517.12</td>\n",
       "      <td>516.88</td>\n",
       "      <td>504.36</td>\n",
       "      <td>650</td>\n",
       "      <td>850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>I</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>519.28</td>\n",
       "      <td>518.86</td>\n",
       "      <td>512.82</td>\n",
       "      <td>550</td>\n",
       "      <td>350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>D</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>516.71</td>\n",
       "      <td>516.17</td>\n",
       "      <td>509.44</td>\n",
       "      <td>550</td>\n",
       "      <td>1050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>C</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>516.03</td>\n",
       "      <td>515.66</td>\n",
       "      <td>510.12</td>\n",
       "      <td>550</td>\n",
       "      <td>1350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>O</td>\n",
       "      <td>11</td>\n",
       "      <td>8</td>\n",
       "      <td>519.02</td>\n",
       "      <td>518.86</td>\n",
       "      <td>511.08</td>\n",
       "      <td>450</td>\n",
       "      <td>750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>H</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>519.70</td>\n",
       "      <td>519.55</td>\n",
       "      <td>512.94</td>\n",
       "      <td>250</td>\n",
       "      <td>1050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>S</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>521.96</td>\n",
       "      <td>521.95</td>\n",
       "      <td>515.85</td>\n",
       "      <td>150</td>\n",
       "      <td>150</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Well  Row  Column   Head1   Head2   Head3     Y     X\n",
       "0     P    3       4  509.12  509.11  508.53  1250   350\n",
       "1     G    5       8  508.19  507.99  506.84  1050   750\n",
       "2     F    5      11  508.17  507.79  506.25  1050  1050\n",
       "3     N    6       4  512.83  512.83  509.78   950   350\n",
       "4     J    7       2  515.71  515.71  511.62   850   150\n",
       "5     E    7       8  513.17  513.04  507.68   850   750\n",
       "6     A    7      11  512.22  508.80  507.27   850  1050\n",
       "7     B    7      14  511.95  511.29  507.63   850  1350\n",
       "8     K    8      11  513.24  512.21  507.76   750  1050\n",
       "9     Q    9       7  518.32  518.18  510.00   650   650\n",
       "10    M    9       9  517.12  516.88  504.36   650   850\n",
       "11    I   10       4  519.28  518.86  512.82   550   350\n",
       "12    D   10      11  516.71  516.17  509.44   550  1050\n",
       "13    C   10      14  516.03  515.66  510.12   550  1350\n",
       "14    O   11       8  519.02  518.86  511.08   450   750\n",
       "15    H   13      11  519.70  519.55  512.94   250  1050\n",
       "16    S   14       2  521.96  521.95  515.85   150   150"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# bring in observation info\n",
    "obs = pd.read_csv('observations.csv')\n",
    "obs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Levels:  [503 504 505 506 507 508 509 510 511 512 513 514 515 516 517]\n",
      "Extent:  [0, 1500, 0, 1500]\n"
     ]
    }
   ],
   "source": [
    "#Set some plotting parameters\n",
    "levels = np.arange(503, 518, 1)\n",
    "extent = [0, 1500, 0, 1500]\n",
    "print ('Levels: ', levels)\n",
    "print ('Extent: ', extent)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x10ca3efd0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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PmNmcsvusMrOtZrbZzC4O8QREROTdVXOMvgD8jbufAfwecJ2ZnQqsBNa5+ynA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\nehGRyCnoRUQip6AXEYnc/wfHhQ0iBieTWgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10c922490>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# show the observation locations with the head field\n",
    "fig, ax = plt.subplots()\n",
    "ax.imshow(heads[0,:,:], extent=extent, interpolation='none',\n",
    "          cmap='Blues', vmin=503, vmax=518)\n",
    "ax.scatter(obs.X, obs.Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# get simulated values at observation locations\n",
    "obs['simulated'] = [heads[0, obs.Row[i], obs.Column[i]] for i in range(len(obs))]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Calculate mean error,  mean absolute error and rms error\n",
    "<img src=\"files/images/me.png\", align='left'>\n",
    "<img src=\"files/images/ame.png\", align='left'>\n",
    "<img src=\"files/images/rms.png\", align='left'>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Error: -2.99\n",
      "Mean Absolute Error: 3.21\n",
      "RMS Error: 3.79\n"
     ]
    }
   ],
   "source": [
    "obs['residuals'] = obs.simulated - obs.Head1\n",
    "me = np.mean(obs.residuals)\n",
    "mea = np.mean(np.abs(obs.residuals))\n",
    "rmse = np.sqrt(np.mean(obs.residuals**2))\n",
    "print ('Mean Error: {:.2f}\\nMean Absolute Error: {:.2f}\\nRMS Error: {:.2f}'.format(me, mea, rmse))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Make one to one plot of residuals"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<imgsrc=\"images/me.png\">"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Well</th>\n",
       "      <th>Row</th>\n",
       "      <th>Column</th>\n",
       "      <th>Head1</th>\n",
       "      <th>Head2</th>\n",
       "      <th>Head3</th>\n",
       "      <th>Y</th>\n",
       "      <th>X</th>\n",
       "      <th>simulated</th>\n",
       "      <th>residuals</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>P</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>509.12</td>\n",
       "      <td>509.11</td>\n",
       "      <td>508.53</td>\n",
       "      <td>1250</td>\n",
       "      <td>350</td>\n",
       "      <td>508.468018</td>\n",
       "      <td>-0.651982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>G</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>508.19</td>\n",
       "      <td>507.99</td>\n",
       "      <td>506.84</td>\n",
       "      <td>1050</td>\n",
       "      <td>750</td>\n",
       "      <td>509.943665</td>\n",
       "      <td>1.753665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>F</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>508.17</td>\n",
       "      <td>507.79</td>\n",
       "      <td>506.25</td>\n",
       "      <td>1050</td>\n",
       "      <td>1050</td>\n",
       "      <td>507.814972</td>\n",
       "      <td>-0.355028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>N</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>512.83</td>\n",
       "      <td>512.83</td>\n",
       "      <td>509.78</td>\n",
       "      <td>950</td>\n",
       "      <td>350</td>\n",
       "      <td>512.980408</td>\n",
       "      <td>0.150408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>J</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>515.71</td>\n",
       "      <td>515.71</td>\n",
       "      <td>511.62</td>\n",
       "      <td>850</td>\n",
       "      <td>150</td>\n",
       "      <td>513.074036</td>\n",
       "      <td>-2.635964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>E</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>513.17</td>\n",
       "      <td>513.04</td>\n",
       "      <td>507.68</td>\n",
       "      <td>850</td>\n",
       "      <td>750</td>\n",
       "      <td>511.510742</td>\n",
       "      <td>-1.659258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>A</td>\n",
       "      <td>7</td>\n",
       "      <td>11</td>\n",
       "      <td>512.22</td>\n",
       "      <td>508.80</td>\n",
       "      <td>507.27</td>\n",
       "      <td>850</td>\n",
       "      <td>1050</td>\n",
       "      <td>509.899994</td>\n",
       "      <td>-2.320006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>B</td>\n",
       "      <td>7</td>\n",
       "      <td>14</td>\n",
       "      <td>511.95</td>\n",
       "      <td>511.29</td>\n",
       "      <td>507.63</td>\n",
       "      <td>850</td>\n",
       "      <td>1350</td>\n",
       "      <td>510.015381</td>\n",
       "      <td>-1.934619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>K</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>513.24</td>\n",
       "      <td>512.21</td>\n",
       "      <td>507.76</td>\n",
       "      <td>750</td>\n",
       "      <td>1050</td>\n",
       "      <td>511.002441</td>\n",
       "      <td>-2.237559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Q</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>518.32</td>\n",
       "      <td>518.18</td>\n",
       "      <td>510.00</td>\n",
       "      <td>650</td>\n",
       "      <td>650</td>\n",
       "      <td>513.100586</td>\n",
       "      <td>-5.219414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>M</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>517.12</td>\n",
       "      <td>516.88</td>\n",
       "      <td>504.36</td>\n",
       "      <td>650</td>\n",
       "      <td>850</td>\n",
       "      <td>512.387695</td>\n",
       "      <td>-4.732305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>I</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>519.28</td>\n",
       "      <td>518.86</td>\n",
       "      <td>512.82</td>\n",
       "      <td>550</td>\n",
       "      <td>350</td>\n",
       "      <td>514.089905</td>\n",
       "      <td>-5.190095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>D</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>516.71</td>\n",
       "      <td>516.17</td>\n",
       "      <td>509.44</td>\n",
       "      <td>550</td>\n",
       "      <td>1050</td>\n",
       "      <td>512.618958</td>\n",
       "      <td>-4.091042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>C</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>516.03</td>\n",
       "      <td>515.66</td>\n",
       "      <td>510.12</td>\n",
       "      <td>550</td>\n",
       "      <td>1350</td>\n",
       "      <td>512.413635</td>\n",
       "      <td>-3.616365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>O</td>\n",
       "      <td>11</td>\n",
       "      <td>8</td>\n",
       "      <td>519.02</td>\n",
       "      <td>518.86</td>\n",
       "      <td>511.08</td>\n",
       "      <td>450</td>\n",
       "      <td>750</td>\n",
       "      <td>513.714417</td>\n",
       "      <td>-5.305583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>H</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>519.70</td>\n",
       "      <td>519.55</td>\n",
       "      <td>512.94</td>\n",
       "      <td>250</td>\n",
       "      <td>1050</td>\n",
       "      <td>513.893311</td>\n",
       "      <td>-5.806689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>S</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>521.96</td>\n",
       "      <td>521.95</td>\n",
       "      <td>515.85</td>\n",
       "      <td>150</td>\n",
       "      <td>150</td>\n",
       "      <td>515.027710</td>\n",
       "      <td>-6.932290</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Well  Row  Column   Head1   Head2   Head3     Y     X   simulated  \\\n",
       "0     P    3       4  509.12  509.11  508.53  1250   350  508.468018   \n",
       "1     G    5       8  508.19  507.99  506.84  1050   750  509.943665   \n",
       "2     F    5      11  508.17  507.79  506.25  1050  1050  507.814972   \n",
       "3     N    6       4  512.83  512.83  509.78   950   350  512.980408   \n",
       "4     J    7       2  515.71  515.71  511.62   850   150  513.074036   \n",
       "5     E    7       8  513.17  513.04  507.68   850   750  511.510742   \n",
       "6     A    7      11  512.22  508.80  507.27   850  1050  509.899994   \n",
       "7     B    7      14  511.95  511.29  507.63   850  1350  510.015381   \n",
       "8     K    8      11  513.24  512.21  507.76   750  1050  511.002441   \n",
       "9     Q    9       7  518.32  518.18  510.00   650   650  513.100586   \n",
       "10    M    9       9  517.12  516.88  504.36   650   850  512.387695   \n",
       "11    I   10       4  519.28  518.86  512.82   550   350  514.089905   \n",
       "12    D   10      11  516.71  516.17  509.44   550  1050  512.618958   \n",
       "13    C   10      14  516.03  515.66  510.12   550  1350  512.413635   \n",
       "14    O   11       8  519.02  518.86  511.08   450   750  513.714417   \n",
       "15    H   13      11  519.70  519.55  512.94   250  1050  513.893311   \n",
       "16    S   14       2  521.96  521.95  515.85   150   150  515.027710   \n",
       "\n",
       "    residuals  \n",
       "0   -0.651982  \n",
       "1    1.753665  \n",
       "2   -0.355028  \n",
       "3    0.150408  \n",
       "4   -2.635964  \n",
       "5   -1.659258  \n",
       "6   -2.320006  \n",
       "7   -1.934619  \n",
       "8   -2.237559  \n",
       "9   -5.219414  \n",
       "10  -4.732305  \n",
       "11  -5.190095  \n",
       "12  -4.091042  \n",
       "13  -3.616365  \n",
       "14  -5.305583  \n",
       "15  -5.806689  \n",
       "16  -6.932290  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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levWSNhTpi4gEKcKXdKYevohkvPAIf9GiRRQVFSW6SSKdTgVfRDJaQ4S/Z88e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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10caaa9d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "one2one(obs.Head1, obs.simulated)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Now make spatial plot of residuals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x10cf2c210>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AUd6aWLUlX+KaeB1rSuITEqhRJ4MdWzYGyzqUbeFmmj8xYxrfNP/iNCEnsj+x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5wD35lta0/Sa8Bgjrz8Ro68/EbisSjC68Vrvo7dNHWBm9cdu7qAr7NVcyUp5WYhxJ0o\n900rME9K+aoQokZKuU2V2SqE0EL5/YB3TSo2qbzOJSn36MXV8UQc24PAARRlMkH9hy+z8b8PUdh3\nGKPOvZOC3kMsOtz7LDufQpX9GHPh71n95M2s+OvVDDvjRvwFpZZ28wFItRTIPHwjrUaarK09sAzn\nkMIMGmniFj1SCqpGTWXroldZ/sQdjDv9GvzhIgIFSkKSTCURHh8pKS2DpS3DRkwxXmkLrwqM2WyS\nyQTb1y5n26qllPcbxOq3/8PH/36Egy+9mcFTZivXgHo+9WniEErbCAaMncqMky/gyV9cymm/uJfS\nqt54wBZa1bxiFSylxOPzM/esSzjojO/x6YL5/H3es7TUb6Vuw1oiyQRHXno90444QXkBkJA0AWMs\nEuHzJQvVUOkb7K7fxoh9ZzJqvwM45ns/prymr2OYVTst6Wfc+ffNKidd+CZutjpetfuhI/dLTkEk\nYdtWy1LpNboFeb5a2Nh+cBRClAHHofQt7gb+IYQ4g/Tronu+BmWhzvEgTfoyeIXZ5VRQlJJdn7zB\n+pfvx19UzrDTrqe4dh+bXO46O5O8oUKGn3kTG+fdz/I/XMzws35JQc1giw25AmRm79E6LMOu13Wo\nh96su5fp7j0az7HRJ1/Jpndf0IcpePQYrAdSSTxerwWFjan1NCVSD+WavUjtJ5JIwqVV7H/Wj/jw\nqT9SNXg0kaZdnHjLY5T2HkAyJfF6UL1GY0iHDpAq2E059mwiLU3ce/GxzDjpfKYffza+QBDUY9O8\nVhAIKfUQskTi8XgZM/1gxs44WA3/Sl5/+iGe+cOthItLGD/rUFJSsnXdSj5dqPQbrv14EX2HjmLU\n1AM45Ue3UjtinD4ESGJMvO0GUDl7fhnAT2YQynQLSNed7HU7RNJlu5vS155j7nQIsEZKuRNACPEM\nMAPYpnmPQojeQJ0qvwkYYKrfX+U50o033qhvz5kzhzlz5uRklJTuN9qXRR0FQieZ3Z8vYv3Lf0Ym\n4gw86hJKR0y1Xay5eIvtPzGZbNWHQHi8DDj8QsK9h/DZ/T9k8Dd/RPmo6RYd+XuQ6eXZ9q111UH0\nmKKZDt6jddyjXYlRyesPUjv7m5b+yFQyjtfrRwjB7o2fs/PzJRSUV1NY3V/58mpd8CMAACAASURB\nVIYZBEW6Tg0pdZ9OQr8JM6kaug+BUAG+QACPx0MqlcKjTg4ARlhVB0qhAJ8H5SBmnf599plzNK/8\n6WYWz3uaIy6+nmGTZ1g8R4k2tRx4TF6k8rIgVB7M/uZ36D9yPA/eeClv/etxNq9egcfrYeR+s5l+\nzKmcff1vCBeX6IeGND695DQPsNst4naZWSC1E0AvZ89yDzxL8nl+zZ8/n/nz53eZLWba26BRCDE5\nU7mU8sOM9TuQkDMV+AtKgk0UeAB4H6gFdkopb3dJyNkfJZz6Cl2QkHPFPz7m/U5OyMnfFJdbL0c9\nZrnmjZ+y4eX7iezczIBDz6Vi3EFGSrsun0t77o13xsuE/a2yecNyPn/8Bmqmn0if2adaynNN0nFP\nwElvLxdZTURLhBG2unrijrZ2SuBR5Ta+/Sxef5D+047U2/jkiTvZ8tH/6L//4SRam2lYt5yDrn/U\nNSFHa0sbUmF8GFkrl3iFR3+h8GpDR4RQE2qMBBstucZJn5CSVe+9xiv33UK/UeM57PxrKavunabL\nUS/WOTWbGnbyyduvMnjcFKoGDNZfENKcICnTeeqGHYLy8Q6d9DnyM9UzebD51M2bcgRxOw2pKOCM\nKe3rcerKhJxz/ra0QzoeOG38l5qQI4T4n7oZAvYFlqBc0uOBD6SU093qQsf6HBcKIZ4CPgLi6vo+\noBh4UgjxXeAL4GRVfrkQ4klguSp/cbsRMLNd3aJDu/19jwqjrX49G+b9laYvltFv7ln02vcoS6KL\nUTcXj1TmZVN7yB7uLBowhjHf+4OSqLNtLYNPuAqPP6Db0R4P0tqek/do6LOGVzN4j7oV6d6jxklz\n8oC+U48kurseKaFp00oW//VGgiUVzL7uQUKlVQgheO83l7HuzWcZfMDxpCXnaOdLVa59xEuooWHQ\nbFasU/jGEaRUIEtJpY7mQQowbUv1g62C4dMPZsjkGbzz5H386ZJjmXnSeUw74Tv4/QGkUMdDquFV\nJKxa/C7LX36atvqtIASFNX0Zf+TJDB43hf2OPEmP0EisYGe+JNPBUebgHTozsgKliyuaO1hmkfkS\nac8/vZxpb5t4XEp5EIAQ4p/AZCnlx+r+WODGbPV73CQAlz+5tNM9Rydq72nL5s1Fd9ex6dWH2Ln8\nLfoccAo100/EGwjZdOTjmeY2h2tnkd2jS8YirPvn7UQbtjH8jJsIlFSaZCG79+hWLlzkncu6wntU\nnTs++fuvKazuz9BDz1C9Qki0trD8n79l+BFnUdRrgNV71HVZJwTQPT/da1N4iUgLCx+9k5nnXofP\nF9DrmL07w3O0enxp5cCuLet55U+/pGHbRo646GcMnTJTnZkHPnr5Hyx4+P8obG7iwkgrQxQ2q4Tg\n3mCYZFkFM8/9IZMOPlY/t+leo7Hn5j3a69kpW9DDIQBqLc+gPCtg5oKYXUhDKgs4a0r/dtXtSs/x\nvCc+7pCO+08Zt0eGcgghPpFS7pONZ6eeN7cqXesh5UP59PfFmnez5fXHqf/gJXpNPZoJVz5qmcot\n0w3bHUBRb9XmQXoDIYaccj1b5j/K8j9exPAzb6Kw30hV1urtGTx3fSbf0FLP2RaTLptiV+9RGp/H\n0r1Hh+QcTUnT5s+J7KpjzEmXIZNJhNdLW8N2ljx0E8GSCgJF5Uip9g6a3FJ9gnPFpUTo3iP6z6zx\nvMECWnbWsfT5h5h0wnloHZda8o0WZE+px6DxtHKrNwllfWo5+ef3suq913j+Nz+l74hxfOOCa1n4\n+B/Y8dpz/D3axiz72ZWSH0Va+e/WVs6/4yfUr1rO3At+rId/dbMzeHvW2yFDWNWBsuFVRh0ZvNXs\nMJvNqM6n7vL8stNenJCzVAhxP/Coun8GkDVG3OPAcU9Se/r4ktFWtr79FFvffoqKcXMYd/lfCZRU\n2eRyCZ2aW874NMiZcrlJne4XO6AJIeh70FmEqwey4oEfM/DYH1A5fq7F4mxA5yaaa3jVHlLVkmAw\nA5ILzx5e1b7agYBgaS+at62jYc0yCnr1Z+vi+az69/0MmHYk40650qrKpE/3QVUDjZcfBYWFFPpj\nWwjBtHOu5fmfnM7gaYdR1mcA5syelJpR6jHz0CY30LJYNeDUPFLB8GkHM3jSTN75x33ce+43GJZK\nsiCRwBiEYyWBkoX3frSNmf96jLdLyplx6gWWn8Z+3TkFNjNc1pnYaQI5hUyd9nIM1+ZDnYln3RQb\n92Y6B7gIuEzdfwP4Y7ZKPS6setkTS1m4blcnW9Qxsh9KItJCdNcWmtYsZvPrj1MyeCL9D/0uwUot\nlJKPh2guzyzQVT+12wul05tm29bPWfnIT6ma9A36HfwdhEdLOMkUXnWbP9Wolykca4RIMUKpLjxz\n2NRa1x5eNUKWG9/7N9s+mk+gsIRo4w5GHfc9ygaNUcOuyhys9jrWhBxrKNWclKOFaYUQLHvhQTZ/\n/B6HX/cnPB6hz5sqLLLmNozJx4VNn8fUVtOOrTz03UNZlYhTk/aLOdN6YJ9AkEv/9gbhkvK8gS6P\noEpWr9C6m+UeyEnHnqWhlQV8Z7/uF1a94B/LOqTjvpPG7pGwanvpa8+xk0lKkMkEscZ6Iju3EN25\nmejOLUTUdXTnZlLxGMGKPoRrBjPi27dR2He4VttRX+b29gwg2tvIxYMECPcexj4X/5FVj91A27Yb\nGXLStXiD4Szh1fT5U7MP70j/GLKz92g2GNehHZm8x/7Tj6L//kcQa24gVFqpPKBSyuelEM51zAk5\n5uEd5m9XqgzdJRtz+BmseftFVr/9IsNmHaUP3dA8RDVtRw2jWkOvhgzGcahe5eLnHucMIXIGRlBS\n0o8WgkUvPcWMk853lXP13uzcPK/TXEAuV7VpgdU9jI7d0WGBvS8hRyMhxHDgVpSpTfUEDinlENdK\n9EBw/LLGOSbamoju3OwIgLHd9fiLyglW9CFU0ZdgRR/KRs1Q9sv74Csqd43f5z72cc+Dor29XAHS\nV1jOqHPvYN2/7uHT+y5l1Pn34AsV5ZypamsB95CsQ5lj36NEmpJz7HI6qJoB16xZAh4PQTXZSOt7\n1FVoAKiBnzY5gLn/EVt41QSK2rbw+pl+7s947a7L6T9hFqHiUsyTl5u304ETK0hKxctIJRMse/Fx\n7o3HcjzfBl0WjXDC0w8y7VvnZZTL+1LsIE5lDttKh62vKRfaS7ERlGGGNwB3AwehhFmzfnesx4Fj\ne0imUiRjbSSjLaSibSSjrdYl0kJsd50KfluJ7tyMlCkV+PoSquhDQe+hlI+ZRbCiL4GyGjw+f/Z2\n87g7c3mb3NMvnPkMxRDeAINPvJo1T93GlvmPMeDwC9OTbzrsPRr7+XuPJgA0y2nlNk9Q70+UqNOr\nmcBOGLPSaKMxDHkXIy0AqRktqRo6joFTD+H9x+9m1gU3amfG5h1mAEXbflvjLojHGZPDb2an/YEd\nu3cQi0bV2XcyU7suzwyV8g2g5uKh5mJjMhEnHo2QSiRIJeMkEwlkMkkyGVd5SVLJBKlkgmRS3U/E\nVV5SlVHLEglSqYReb/j0g0lVjsjBiq8pDwpLKf8rlP66L4AbhRCLgOszVepR4BiLxdiwbAE7v9hG\nItJMMqIAWzLaoqwjLSrYNZu2W0jG2vAEQniDBcYSCOMJFuANhvEGCwiUVlMx9kCCqifoC5fknb2V\n39jH3IRz19k1yGk/B04AqQFA+tkSDDjsApb99nwK+4+mYuzsLADptm+gV7ZsV7OQBpAK2Jm8R8NV\n1Hn28KohZvzHVoZuFRjjFU2AqK10xLQdgBmdTeHYSSddyvPXncTSFx5k3NHf0fs2LTrMZ9vsXVoV\nE4u0EfZ6lJHHeZIAQl4f0UirPoa1synX8KleJCWJWJR4pJVoawuxSCvxSCvxaIR4tI14pI14NEIi\n2mbhJaIRYlFlrcgoSyIaUeRUHYloBCkl/mAIr9+Px+PD4/Ph8frweL3KtseHV+dp5V48Xh9enx/h\n8arlXjxev1HP6yMejez5t1wX2ouzVaNCCA+wSgjxfZSZ2dK/0m6jHgWOra2tvP/MfbTIIN5QAd5g\nEb5QIf7CUkIVffGGCo0laFoHwwjT9+M6i7oCuDrb2+woaQ92O2CBDSSlCg+2G8xfXMnI79zGyoeu\nQSYTVE6YmwEQVSBqJ0BavEczQGLwdDDUtDkBpGU4hsFf9cL9VAyfRNXIfXXAknYQ1AHYWoZxeMZv\n7BQyFeAPF3L4zx7g1dsvom1XPfudcSUer8cGilI9MLNyjHKhDPXxhYpoSiQyBqfdKAm0xGO8/9xj\n+AJBvD4/Hp8Pr1cDB2Pfo+57fQaYmGU8Xh9Spoi1tRBrayXW1kJcXcci6rrVtK3JRFrT+F6fD3+o\ngEC4kEC4AH8wrCyhML5gGH8whD8YwhcM4QuGCZdWqLwwPnXtD4VVGevaHwrjzSEq1BHqntCYQxyy\n+9JlQAHwA+AmlNDqt7NV6lHgWFZWxgk/vZ8Fa/PPVv0yX9a6wjNUZPfUbeX8wWE3L9IOkAV9RzDi\nnDtY+eCPSCVj9Jp8uFrXyYNUfTSHECtIPfM1DaBNYU47QOqghAkgTc6aU/+jFdyU4y8fNonF9/+U\n/S69m9La0Wr41AaC2j7WMnMY1ZKU4wKQBRU1HH79g7x212W8/vtrOeCiX+Lz+22hWZPFKuJLofY3\nql5ssKiE4tJK3tyxldmZf+Q0ehGoKiknEYsSa2shqYYLU4m4HjJMJuKW8KMebkwk9FCjxhdCqICm\ngFogXIg/pG4XFFJQVkWZpazAIhsIF+ALFZjAS1pWdmrv3dLVt1k3dRz3Ws9RSvk+gBAiJaU8J9d6\nPW4ox6V/W9IucOwq6iogzFe3Jt+113c6QKpsR6/EfrO11a9n5QNX0XfOmVTvf6yjjMIzKSb9mDSA\ntMsL046dp1URpkp2nrDXNYWKleETgm1L5rP8779m2pV/orC61jSsQpjkDP36tklOaHIWG6yz6Wjy\nyXiEN35/LYm2Vub+8C6CBcWOctj2ze0t/fcjVDx6D/+MRtLOdSaaGyogfNHPGDs3/SPXxsnPQ2Gu\nkZY8VLrWz0mJzRNPo64pG15VwAXTa3MxML226LqhHJc+82mHdPz2hNFdYls2EkJMR5kHvEhKWSuE\nmABcKKW8OFO9vdhT7n6kZcpq87sqAO9+Fxry2YHRrDMX3W767byOLrYWVdvS2I7HZ38BCveqZeS5\nd7P59cfZ+vZTpuNOPy5dMem6td/AXi5N/7HxtAemNCmx8zR7pbTJqHokkpoJcxh+zAUs/L8fEGmo\n1+ub60pTXWlianLSdAyGDca51bcBrz/EnMvuoLh3LS/94ru0NNSnXYfa56LM9aSpvRFzjucVqczK\nnCu9AywSghEzjyAlSV9QFxvf7Tqy1LEvOerItKTVV38vxz/TeUtJqS4Ox9hFZQ63Srcgj+jYsgfp\nHuAwYAeAlHIJZA+U9DhwdAKRL2vBeNw52NUxMMzt2HPX31nkDpLOsuk86/GFKvsx6rx72PbuM2x+\n/XFXfVaAlI52SA1ZTPIaz1SUxjPUZAZIM8gZYCvpP/M4Bsw6gYW/vYxYS2NmgDQ9qA17nAHSOF9W\nIBXCy7RzrqN26iH8+/qzadiy1iSjgaL52jA//CFQUMTM79/ENwIhPkv/idJoMXBsIMQhV9+J1x9Q\n7XAGGPuSclnc7yvjrsq6pN1j2fS7gCkKKOfcbhcs3ZH2YnBESrnBxkpmq9PjwLE7UP5AmD8Y5ttG\nV5MbQDoBVjaQDJb3ZtR597D9w5fZ+OqD+otHZl1WELTaJc0ijgCJjSdNPMw8Q8okZ21bSsngb5xF\n1eipvP+HH5KIRdwB0gxcpmPUAVLftoGiDSBBMP748xl33Hm89Itzqft8iQ6A1utL2U/ZeMNmHMG4\n865jRjDEnULg1DFRD9zq8TAnGGLaZbcwcPJsw+OTnePhOQFczguSlGXJBp7WpfNtb//SHUmZfan9\nyx6kDUKIGYAUQviFEFcBWWPEPQ4c9/RFne3Cdrrpjcdu7seU3znJ8mbeSTdmel3l2Jx0urWlgUeg\ntBejzrubXZ+8ycaX79PPU65hVplWLt15mrwLLx0M3fQZa4Fg5AmXUthrAB/edw3JZEKv7wiQ+r7p\n+LTfx1RmAHw6QEoJww86genn/oxXfvUD1n/4puHFmXSkLPtK/RQwcu6JHHLTQzw4dS61/gDfCoa5\nVgiuEYLjg2EG+4M8MeMwjr79bwyfcRi5eYldAzrOIcks9XBfUlmO5UuNQHXkJuxC6grPUQixTgix\nRAjxkRBiocr7lhBimRAiKWwfLBZCXCuEWCWE+FQI8Y0cTf8ecAnKd4Q3ARPV/YzU4xJyLnlscbdI\nyHEGinzr5NtmZ/6Wub3pub0QpvNFhsQcJ57CTLTuZsUDV1M0cBwDj/6+6Q3UOfknU7KOlqhjTcZx\n5umpNiKdZ07I0faFzSYtISaVSvDRvT/GHy5iwnduNM2zml7fum9OpjEn6ah2OCTwmOW2r1rKa3df\nQd9x05hw/PmU9xtsq+eg22RDW+MO1i54jUjjTgAKy3sxdP+DCRWXmU9v+vl3ZncBZWspywtn5xnS\n6TSyVyEXzxzYrrpdmZBz1fO5BN3d6Y5jRqXZJoRYA0yRUu4y8UaiBCTuBa6SUn6o8kcDjwP7Af2B\nV4Hh7QaLLNTjwPHixxazYM2eB8dcvMF2azbclz1AToiUO+i5gZqzvCKbaGtm5UM/oqD3UAYdd4Uy\nA43JFuds1fTyTGDoCpAuPB2i7VmtlixURT4Zj/DBby+jtHYUo0+6QpmjMm+AtAKhK0Ca9uOtjXw6\n7wk+m/c4fcZMZeKJ51M+YHi6fFY7Mp1fSbqESTYro4vI5fbofk+7dBpZXcgl3RAcr36hY+D466Md\nwXEtsK+UcodDm/8DrjSB4zWAlFLeru6/BNwopVzgYvNvyfCTSyl/kMneHhdWzRw8+TIX1RqXEE/W\no8gUdmnHLd5ZoVPH43TR6dyWc2jUWV6R84WLGHnOHbTVr2fN07eTSib1ck3GWY+1XJr+OfGw8WQG\nnt6ktIdhjXCnJu/1h5h80R3sWPEBq//zoEXe3J9q7GthQJsuTbetzLFPEvAXlDD+hPM58a4XqBg0\nipduvpBX77qC7WuWY+mPBFPSiilr0rTvHNK0ZnS6h1ZN/YCu17X7vdKuBefM17Q7Na3u12FVN/II\n0aHFhSTwihDifSGE+wz2CvUDzIk1m1SeG30ALFKXY03b2pKRetQkAIDrg7q7kmFrx43O57jzkc3c\nl64pchh4b2vLylceiE4d9QrfKucNFjDi27fx+aM/Y82TNzP4pOvw+nwmmXQv0tCjlAuByc+x8STq\nAHnFVcqFZ4zNl7aJA1R7hCHvDxcz5dLfsODOC/EXlTHwgOMNHRKEaZ5WpDGjT/oXmdV91HYsrph6\ndMJ00hH4QoWMPeYcRh56Kqv+9xTzfnUpVYNHM/HEC6geNg5j0jtMGo2J8bSmNX3Gf9vvZttPczBd\n5DJxs5PbxbkXPQRs1F0t7yJPaqaUcosQohcKSH4qpXyrMxRLKR/StoUQl5v3c6GeB47dlJw8qI7V\n//IoU9tmENNhR+IIqE58zVPKNkerlBKPP8zws27h88evZ/Xffs7QU3+GV5/TU/O43CYnN4GhiYcZ\n+FDBIRvPBlrKbjpAal/f0AAyVFLJvpfcw8J7LkZ4PBTV1JKKRfEVFFHabxi+YCgDQOICmFJdm0HR\nFC9Vy6UU+IJhxhxxFiMOPonP5z/Lf+++kvL+Q5l44gX0HjlJtx/tmFUlJo26LeZLwhWeDMQ1wW9n\nU9fdGHvqlkt1V3TMk75YuoD1Hy/MKCOl3KKu64UQzwBTATdw3AQMMO33V3m5UN5ntef1OT76Ee/t\nwT5Hd7OzH083/ClyJiu2CRe+m7yZn16QBqjJBKufuAmZiDHs9J/j8Qd1mVQyQcPyt2lb9BKyeSfC\n68PTZxjlM06goPcQaz+ijiH58fQ+QI1rwiKtz1HvDzTVkUh2r17KpufvZfvnHzE8EKLI62OXlGxI\nJek77Sj6H3IqRTUDXfv+nPokzftGP6RucbqMup2Mx1j95vN8/NxfKOrVj0nfvJA+o/dVPkANlnYt\ngGusHElkEcgNJt0ukJwqWymH+6o73Xqjqwv5wexB7arblX2O1724okM6bjlypMU2IUQB4JFSNgsh\nCoF5wM+llPPU8v+hJOQsUvfHAI+hfBCmH/AKOSbkCCE+lFJOziZnqdPTwPGiR/YsOBrkbn9XnfL8\nzpn1/skcOs1RY54A6VaWC0CmkknWPX0r8eZdDD/rZryBMNsX/Ivt8+5nZCrJxbE2alE+NvGm8PAn\nrx9/dS29T/0pBTWD0vR2GkCaQMlcLlMJVj9yE9Glb3BlPMo5UlJuOp51wO+9Pu7zeBl0wsUMPPg0\n9+QYW4apdd8EkLoNRn3t/JrBL5WIs+adl1j67P0UlFUy8cQL6DtuOh7hcUhcsv0uThyRqdy9oP2X\noFPNzPdC93vqGTS6upDLZg9uV92uBMefvrSyQzp+ecQIOzgOBp5B+Tl8wGNSytuEEMcDvwWqgAZg\nsZTyCLXOtcC5KLf2ZRqQutjchPFTFwCtWhEgpZQlmeztoeC4s5Mtyp86elqV+l/mb5P5fsoHPDvH\ni8w2VANkKskXz95JZMcmyvsOx/vBv3k2HmWCg7Y48GcEPw6GGHT+PRQPGJWm0wzKnelBkkqx8i/X\nMfTTBTwXj2b8Vs5aYE4gRNmxFzLw0DNsnp/ZE3SfN1UHxKwgaeWlkgnWvTePpf+6n0C4kIknXED/\nSQfgER7TgWXxGnPxGF2uj/ZS/tDYvWl0TSGXd0Nw/Nl/OgaONx0+okts6yrqcdmqnZ711s6lffZ2\nLCO1YyRtSyY7Mx+nlW/oc6vjzNfOg7tu4fEy8PirEB4v8r1neN8FGAH8wMVIHoq28cVfriTW3JCm\n09Keqe8tTc6csar3v9kzYI0s1k3vPk/ZZwv5dxZgBBgMvB6LsP5ff2L3+hV6RqVmn7Yv1fNj2GDO\nVjWVm3nSlNWqLilpZKQKj48hM47k2Nv+wT5Hns0Hf/8/nrvuNNYufJVUMqlfm+a5QS3XA5kH42uz\n6bhd8+5L5nut62bn6f7Pj6+p66jHgWN3o8w3gQYcBoB0TTvtuflysyt3wDN05V7HeHi6ygmBb8dG\nHpOSqoyWKnQicGQ8zvb3X7Do1Tb1oRQOPItcjgCZkpLt8x7irliEcA72AQwCLk/G2fzKY5gBUbPF\n3KYjYNquMR0A0cDEBpIYQJQChPBSO/VQjrnlCcafcD5Lnvkzz157MqvffZlEMpmm22kohyNfbz9f\nILOBpeOf+Yrdu/+6K+3Nc6u2h3pctqr5QdK9KDvIfJmUqb300JhZ2Pkql9I5pKa1Y81q1cqcQ6dO\nuqRM/w6klNC05iPKIy0c4GiVM/0wEeWwN/9B79mngcdj6JWAsLWViYcxpMM+jEMbItKwejHh5t3M\nzcM+gAtTKX710WsMbb0Kf0Gx2ksitN4SY183CIy4p4bWmryDDKr9gDaUQzksqa4FCA8Dpsyl/+SD\n2LTkLZY+cx+Ln/ojow47jfIBwymuHkBBWZVyXoT1mjL/UropLhedlWv74Z1CuY5quuVN3y7qns8v\nMo1V7JHU48Cxe1G6x7M3kJud+vAHZc+1Xm4gqeiS6pMzl7GRTsM+Wj55g0tibXn1XO0HFMajtG5b\nS2GfoTrwSdNRWXg2gDTzFBfOHSB3fbaQM2ORvHvWegPjvX52rl5KzbiZyvkwf/gYtW3z4E1p2gd3\nkDQDq1pPA0RdlQU4Bf0mHkDfCbPYsuw91r71AqvfeJ6muo0kY20UVQ+guKY/xfq6P8U1tRRV9lY+\nPKy27X7lmAvsoQPLylK7pz6qu+tz4iuGjT0QHC1hOPubtZm6oqxzSTmOzrWzI7Pjp4dJnfW1HyTT\n9WXzIkXzLvrkZr5OAqjyeIi1NqXpNLeXC2g6jmkE9EH9Tbuobue10kumWN/ahDQQSwFeFQCFCthp\nXiW4gqQz+FnlXD1JBH3GTqfP2Om6jfG2ZprrNtJUt4GmbRvZse4zvljwKk11G2hr2E5BRY0KlnYA\nHYA/XJCDR2gn6bDVs6g7h1a/StTzwNFCmS6yrihrHzmBTsdtcQlhpb04dOyN0G0Qv1Lmrts9DJuu\nL5MXiT+k52fnQxEJPn/QGQxdeLoD5gCQmEOs+vFJZCBMWzvsA2iKRUnGo2r4FgUUQZ1wAMwz5+hg\nDCaQNHuMirFKkV0OK5i6eJd2EgL84ULKB46ifOAoXVS7tJKJOC31m2natp6muo00b9vAtk8X0bRt\nI831m/AXFFFiAs2CimoCBcUECksJFpUSLCojWFSCNxAyrgeX6+kr5tTsEdob+w07Qj0cHLsHWbp8\n3CW+ZDK9gWuhNzOJ/B44CmDYFOAMbNZ23UEyFy9S9B/Ni8vf5OJ4JGdb64ENyTijq/qn6c0EkFpo\nUPPY0sKuDgAZ6jOY1wJhronlB5FxYKkQND3ze/zhIvpMnquAohnwzNPY6SFTYQHs9LCqZjDO4Gfu\nVzWBpNl7Rj8v+q+s8/XzAXi8Pop711LSe2DaxSRTKdp21Ssepwacn31EvK2ZaPNuZWlR1gDBwlKC\nRSUKcBaXEiwsJVBUqvMVMDXxi0rxBcMdipTsKeq2YdWv2CtIjwNHLcOte1N3NNDmUcp0K7M9Z6zP\nV6u+9oBkLl5kxYRD+N/L97IZ6JvZPJ3+LDyUj5mFN2QMrLCCoQaADgBpKVcCkFo4FTDmXVVtrJo4\nl7efvof1QG2O9gE8hwKsw0/9ER8//Avqlr7FmJN/iL+gCEzT4FnmWrWFWQ3nLx0ktdCqNfyqHJwW\nbk1L5tFjy8IQt/CtGGw8S9MvJuERFFTWUFBZQ83ofTOei0QsQkwDzObdxFoa1fVuos2NNNdvdCxL\nJZMECkvwBcN4fQG8gQAeXwCv34/XH7Rt+/H6A3j9Qbx+v1qmLJZtfwCvTZ3lswAAIABJREFUz4/H\nH8Dj8SI8XmX8qcerzCzktO9R94Vt30He6wt027Dq157j19TJlNuFnt277HxyBrs0SDRKHOzLDnbS\nViZMZZnqmfnuXqQ3VEj5+IO4Zsl/eSgZz/puuwW40+en96yT03QbYGjKODVHHZ0A0uQtgoZVRvjS\nFyyget/DuGPBC/xfKkkulARuCYSpOvRsyoaMY8a1D7Pimd/y5s1nMuGsn1E5aoo1pEp6mNXs9Rkg\nZgNJ7UD0A1RZKGHadFksG1pz5p9YmpOrnK5nS1kuF7zA6w8RrggRrqhxVOVGyViUaMtuEtEIqUSM\nZFxZUok4yXjU2I5FSSbM23FS8RjxSKsiE4+RVOubt2UqBakUUiZJpVKm/RSpVNLYT6VIydz2D7ri\nHsb2yfUbvl8ufQ2OX1MHyP1m747ebG5gZxZKvzvak3xjlLkP5bDXy+RFVh1+MS+sW8qVDXXckUq4\nDt7dDMz2+CiadQqF/UZaPcAMAGnma94immeJ4S2aw4rmrNXeh53Dw0vnM6mlkXOyAEIKuNDrZ0uf\nwewz6SCQ4A2G2efUH1H/ybssfvBG+kw5mJHHX6T0mdrCrNZQqXq+hcowh1XNLp8lrJpF1rzp+B6V\n7iUqYCuc66TVt5O0rDKTVYHHHyRcVp1LxTzs6Xrqho+KryR1aBIAIUSpEOIfQohPhRCfCCH2F0KU\nCyHmCSFWCCFeFkKUmuSvFUKsUuW75PWovd9Q65wF12Vvocx2S9OSXi+bTocSy7nLRafTrDmeYCED\nzv8dj1QPZGwgzINgSYJZA/zQ42OUz8/mojKa6jeQikctbTgN9FfsS7dHmvga/kgNFKSJp24ES6oY\n/v3fcXlBCVd7PNQ5nQpgBXCcL8ALvQcy8uK78Xi8Jv3Qa5/pzLzuESIN9bx963doWL9Ct0Vq9kmp\n22LmaxNOGPvqcWC6bk2ylskFNJ4ub7vmwSaLha+dX/eB/C713e4l7Tyb29Z+l87821PPEZfrY0+T\nEKJDy95GHZpbVQjxIPC6lPIBIYQPKASuA3ZIKX8lhPgxUC6lvMY0o/p+KJ8aeRWXGdU7Mrfq+Q8s\n4t3Ve35u1faS+cHcNeTsreVc27GuyEEmn/J0Aac6aaHWVJKmz9+n5a2/s3PDckq8fhJSEhOCismH\nUzr9mwRLq1j3zK+J7NjMiG/fir+wzKpfCBLNu2hc8xFVE+Y6tmVs2udT1bmWaKRQC6MN9Wx+/nfU\nf/wmRwjB4fEohcAu4LFgAR8DNbOOp/aI8/EGjC+N6MNWtH9SsuWDeXz21G8YdNDJDDnsLLxen9Ue\ns41qPfPZsujUy9OPUZh20n4C4cAzHa9JzLaRp1MmrDt7w2O2IzaO7VPMNYcMbV+7ouvmVr1j/uoO\n6bhqztAusa2rqN3gKIQoAT6SUg618T8DDpRSbhNC9AbmSylHCSGuAaSU8nZV7iXgRinlAgfdPRIc\nMx/SnnhfdO//y6m209MyY3m2+uay9gGkJpeMtpJobcTj8+MrKMXj85skJDs+epmK8Qebvgdp6P/0\n/h/SunklFWMPZOAxP8AXDGE/V8L0LxeANINPorWRuvdfJL7+U4i0QmEJBaP2p3rSQXh9AYusHaTM\nQNe2axvLHvklyViUCd+5nsLqAent6jqEzb7082fodnoR0M+AO8gJB55FhwNgOlVwoXY/VW1g3RH6\nMp7sY/sUc203BMc7X+8YOF554N4Fjh3pcxwMbBdCPABMAD4ALgdqpJTbAKSUW4UQWtC/H/Cuqf4m\nldfp1H3DmF+eYYnW3exe9hpi7YdEt31OJNICAsLhEgJ9RiKG7kvJ6APxBgvU8+X8QMxE5vOcKfnG\nTWd6fXOZVPkiTT6XvkhPoIBgsMDCMz+kqyYfnsaXEja9+ld84WKmXP9vNvznXpb97nxGn3cPwdJK\n/Zi03BXto8fSlBnqlLWKytcSdXwFJfSbc6rt2E0D79WQp3lIicKXxgeVgXB5Dft+/zd88fpTvPOr\n8xhxzIXUzj4BbcC+3h2pxWY1I43TYPoRNGGl7eju7TSsX0G0cQcgCJVVUT5oNKHi8vTLWAMfRz4m\nvrTysZfn8dzM5xEr9X+OFGncxfoFL9P8yQJ2f/EZkbYWhBAUl1ZSNHwiFeNn0G/SgXh9/i/nDu6+\nD7CvFHUEHH3AZOASKeUHQoi7gWtIvwq/Yr/0nj3cRPNOdr/yRxpXvssxQnBUIsYUlOnIANbH61nU\nWM/Taz7g9Xl/pHTcIZTOPRdvsFDXkQ3UnMgJuIxzIVzKs9VXwC/fWXOc5STm2WCMMqkDXrxpJ/WL\nXqJq4qGAZMDhF1I5/iACJZW01m2goHqARV7HHCFV8HLKWlUEHWfPUY9XOugQ6jFZAE0DMzMYeTwM\nOuhkqkZPZelDP6fu4zcZd9ZPCJVWYSCz+eeQqu3C/PMAklhzIxvffp4trz5OpLmB8f4gI5JJJJJ1\nHi/zEzEKSyrp840zqZ15tDKsxKRXp5zB0k52HdZd6SjafkekdVcdKx77NZuWvMlRKGHuySgfEUwB\na1ubWLRlHU8snMd/hIchh5/J8KPPUabE60Lqrg/Mr9rcqh0Jq9YA70oph6j7s1DAcSgwxxRW/Z+U\ncrRDWPU/wA1uYdUbbrhB358zZw5z5szJya7zH1jEO5/vaNcxfRnUlS+FjZ++TsOLd/O9RJxrUwkq\ns8hvAn7s9fNcsICK46+jcNBEB6n8QqW5yWXu93Qra2+o1bIrrH1W9v7Dtm1r2fDyfYSrBzLgsPMR\nHh/RnZuoW/g8jWsWM+LsmwmWVKYdgxH+NMDIHAI1e3LGrrDVNf7ZeW5hVrOMTCZY/dIDbHjrGcac\nchV9Jh+cU9+jlJLNH7zKqkdv4bBUgitiUaaD7ZdXAONN4M5AiDd8AUZ/90b6TpxtUmZZOZxjozTf\nSGfOojkKfvH2v1n+8K1cEo9xdSpJRRb55cAPAiGWlfVi4qV3UDZgeK4W5U3j+hTzk28My0l2/vz5\nzJ8/X9//+c9/3mVh1d+8uaZDOi47YMheFVbtaELO68D5UsqVQogbUL62DLBTSnm7S0LO/ijh1Ffo\ngoSc8/7avcGxq6hhwVOk3niYFxJRMg+pTqf/AKf4gpQcczUlozN93yJ/oGxP8k2mup0CkDZgS8Xb\n8AbCOj/WuIMvnruboSdfhzdYAAgi2zey7LfnMvCYS6ne72j3fjwbPw0M03jp9th1ZwRUkwEab/fa\nT1j68M8pHTia4UedR2F1ra3v0GRwKsmKh39J8sPX+Fsswv7pp9KR3gDOCIQomnUso067ynS+hcVe\n08psQA4YJtz3OvB4FcDKZ+9lx0sP81wsgtProBtJ4C8IfhgMsd9Vf6Bq2Pj2G5KBxvct5iffaB/4\ndmWf4/+91TFw/MGsvQscO/o9xx8AjwkhFqP0O94C3A4cKoRYARwM3AYgpVwOPInyEvYicHG7EfBr\nstDuT14j9cbDvN8OYAQ4HHg9EaXx+V/Tsn5ZBu/WnDhvS693q5G13Ehhd6rrJp+tDbuctMXkzPs7\nP36dzx+/gVQyjpTQtG4JHl8AKbVwsGTrW09SM+ObVOwz26TPGO6g7Bn/tG1p4tuHWCBNejSeRbd1\nqISuA0OHNsxCPyYJpYP3Yfo1DxGu6MN7d17Iwt98n82LXiOZSKj1lL9USrLi4V9S+eFrLMkDGAFm\nA0tiEQJvPcdnf7/TdC3Yh0KYrhPMNmdYjKPHupfvEAtMjSrLmv89zc6XHmZhnsAICrCeh+TJaBsf\n3HkJjVvX29WnLV/T3ksd8hy7inq655gZfPKjeNMOtt53Lm/GI0zqkFXKlGVnFVbQ53sP4AmEdH52\nD9EQ6CpvsrO8SDcPcsOLv6d5/TJKhkyirW4dJcP2pde+R+ENhKhb+By7VyxgwJEXEa4agACSsVZ2\nLnuDov4jKOg9NE13pjCrmZ+vF2nWY/YAhU1e207FY2xb8job3nqG1m3r6Tf9aAbMOo6Cyr5s+eAV\ndj96M0tiEYrTT1tOtBMYGwgx8MLbqBk/07DPRI5h1Rz9h46EU+2s5rqNvHX9qbwfizAqV70udJfw\ncFf/YUy74VGEx5vJjLxpfN9ifnpY9/Mcf/fW2g7p+P6swXuV59jjZsjJ5ql8efTlGNE073d8Pxnv\nMDACHAscGm3m7bcepXzueTo/U1apKmGSzf7wy56ck3sSjqJHWOTsus36rOVGcs2AIy9h98oFRHdu\npnzsgQQr++Pxh2hev5ydS1+jz4GnE6zoh57Y4w8DsOpvv6Bm6rH0nnminrWKMPJmnGbPUbadpp0D\nbVYdDfDMyTrYEoG01FizHo2v1BUIX4A++x5Kn30PpXnrOja+9Szv3HYOxf2HE1vzMf+NR9sNjAAV\nwKOxCCf+9QYqbnsOX1AJT4OxstwKum3ZdQtzVfPbgRPJ9FJ7E589cBM/ScQ6DIwAl8sUf6vbwLo3\n/8XgA09wbbM91F2nAfiK5eN0OKzaDSlboOPLWrqeEs07aF7zAdfmOGdnLnRLIkbjRy+QSsQcy7OH\nUrUQn8z6AMykK9fwqSbrpDuTjLFr2Fk6Yn+qp51AuGYYDZ++TbRhK9ve/SelI2dQVDtOH1oBCthW\nTT6ckd++jZ2fvk3LljXojzWpaUYPhWohPi2saIRZpc43dpUNa+hUs9WwV5rkpUlPWohT3S+sGcSo\nb13Ogb98lmBhKd9IxJiafjrzprnAfvEYGxe8bAnb5jSLjnkhw6IdT3sWJE11G9i1ZhmXp1KdcMTK\ng/O2aBsb//0AqZTMfFztWLojeUTHlr2NeiA47v1kfyi6LY1LX+EkBKVZNeZOI1A6j5tWvptNNIcb\n2db/0w5d+fRFZtOZDSB1r9LrJbZ7Ox/feTrRnZvpPetkPIGwXi8Zi7F98TyaN35GoKw3iZbdxBrq\nDAAzAa4Ohio/HTjR+TIDXz8e3V5p5ZtAMh2MTD14Ejz+ENHPF3NVJz6Fr4q1UTfv0fTrFrNd0sZ3\nAkDTy0Mui8mGTMC6Yf4/OSeVJETn0Vwg2LSLnWs+6Vxg7Kbg+FWjHgeOuYBKd1/0A8lCYu2HHJ10\n9vA6QsfF2kisX5I3sHUGUDrpaW8SjlnWKuNUJi37fQ48nZHn/oZEWxMb/vMnAJLxuAouAYQ3wPI/\nXsTqJ38JwkPZyGlGfakdb3o7upeHca068bUnu5sXKU3HK01tSJMuq6wh39ZQR7y1iWlpZ6r9dDCw\na8dm4m3NSCd7dVvyTaqxJePY/9Lkne+pluULOCKZ6MQjVsK4hyaT7Fi9JLONef91T/II0aFlb6Me\nB45fJWqtX8PkLtC7L8DG5SZO/h5grkCZSU86LzPwmeXcvUSt/XSbdWhR94sGjmXM9++nePAEpJRE\n6tYBkEqmqBh7IAMO/x7lY2Yz5nu/RQKpZBJdiw6QJi/S5BVoYVBnvrR6U5jA0wQ6xrYBkjrfAkRW\nUG3csJLxPn+nJI9o5AOG+4PsXr/SwVu0HY/TQoYlr5fLdFBNyRR1W9Z1yb0yPRGjbeVHWe3KfIC2\npZuSEB1b9jb6Ghz3YmqNtub8gd98qC8Qb9vtUpod2HTJrCBpfZjlUr8jfZGZANJaLvV9jy9A6Yhp\nxBq3s+nVv1K38DmEx0MqmWT3qvcBEN4AIBEeL6mUUje6u47da5bQsGKBpS1pasfdi0wHz4x1nEDS\nXCY1f0SxI7p7O7Wd2E+tUS2SSOMOZ9BzAkrzYgOSnIAQ0/nKoDMZi5JIJqjq9CNW7pVEQ31WfOsJ\n+PhV8xx7XLYqOT64v6ZsZMzr6Ubm85xpML/558hFX0emi7O3YZeTEtPQB4k9u9bQoQhq+4GSKvod\ndgEbXvw9TWsXk2htxF9YSuHA8Xo9mUrg8XppWPkB2957Bn9RGS0bPqNh5UIGHXOpehxG1qzRpnM2\nrVRRz7HMdK6kcigWfZYyMD7L2IWP3pR2VqXUs0uNdjFl4LrboGeoZnmWqsnGWY5G+5W7+sEs0t7O\nOnKWu+vzay/Etw5RzwPHrxAVBgvZGGkit4mmcqeNgL9ASfNxAhwnyhcos4GkebyeW71cwVSqiKjz\n1IeqNpzD6UVA2Ze6DVJCuHoQI77za3YsfgVfQTGlw6YivF4FGJNxPD4/8dYm1jx1K7VHXULl+Lkk\nWnax5ulfkYi24QuGLba4gZ39GHIts58jvQxhmZ41UFLFOtPYvM6iL5JxPG3NJOMxpV9W6z9zAUqH\nTaPcAR8c5ewFFrYi5fH58fv81Mej9MrxWHKljYCvrFe39fa+pvbT1+C4F1O4eggfrl/S6eD4PgLZ\nfx8Lz/IyK1yfR6qsM2i56XMSk6o71DmTjiu6tDGN6TK5AyRA5cRDdZnWrasp6D0U4VUmo/788Rso\nH3MAleMPAiSpVApvsIBEayPeQNg0vrK9YJcOrPZzkFaGOtZSPdKiASNZmohhHFnHKQ6sTsTxv/YE\nn/3jbgp7D6Zs8D5UjJhMxfApBItK04BSo0zAYn5HcpWTJtl0NiDo1XsQizas4PBcDyhHetcXIDhi\nctbuA8WKHKmbIu1XrQ+ux4FjLv1cPYIEpAZN4V+bP+VklzGJ7aVnAyH8tRPcBUweQO5hV3B7PGTy\nJnMDPmdATtebDSDBPADf0GH1ZDUeUrJr2esk25ooHjyR7Yv/i0zGGXjsZbrerW89STIWIVhWk2Z7\nNiB0n7gge6jVUgZIbcIAIFhcSaCwjLd215NpJt18aB5QUV3LhJ88RjIeoXHjShrWLGPjOy+w7JGb\nKejVj4oR+1I5al8qhk7EFzI+J2a/LNI8xAz3szBtSCvHQuEx+/PC5tUc3okZqyngZY+HIUPHaT5y\nBgtyx7zumq+a6WW3J1KPA8evDEkoGnsoz7z9CA1AWSep/RRYjqDv0Kmd4gFa5aRJJl3YDSRzDbMa\nspnA1BkgDV0S1O8wZvIiQSA8gr4Hn0MqFlH0JqKUjTG+UtGw8n22L3qJcZc9gJa16vHkDoSdEWpV\nj0jpk9S2haRyzinc9eKfOSAepTPojkCYykPORKKMoywbPJ7yweMZfMjppJIJdn/xKTtXfMDaeY+y\neP1PKO43jMqR+1Excgplg8fi9QcdJ9SxkLCsrLKZ4rFAn1kn8PB//86vML6O0FF6BUiWVlE6YJSl\n2Y5CW/eExs6LMuwt1APBUdJ9Ly/ozEvMV1hG8bBp/GLVu9yV6pw34h/5ghRNPlYPE0L+HqAhl0nG\nHSidPUNzHZFFNpsXqWWP5h9mNduglXsCITUrso3mdUtI7n88LRuWs/6F31J7zGX4iiqQqRTC4+kw\nELr2K2bpczQ8KxASqvc/iv/Oe5C34lFm0TH6D/BRIMiUyQdbEp50UPb4KBs8jvIh4xh6xDkkYxEa\n1ixjx4oPWPnsH2jespaywftQNmgsBdUDKKyppaDXAAJF1ukt9A9JZzPIAUQLqvpQPnwiv16xiBs6\nIVM3Cfw4EKb3kd8FU+LT19RzqMeBY/cPq2Y3LhMA2anw4Iu4b+0iTo0lOjwV2FPAm+Fiek0/1VVG\nDymSm0eZ3ZvUPDKNnPvNzHWsHlzne5FpYVbSQdKczaqV9drvWFo2fMZn915M0aDxVE87gcrxc1Xj\nPKb67QdC137FLH2OiueolgvwhYupPfVaTnv0Jj6OR9odeagDvu0PMvTbv1BeEpCmxBunELXiWVaO\nUkKsAPG2ZnZ9/hGN61ewffl7fDH/H7TWbwAhKKyupbDXAAqq+1NYXauAZ/UAfOFCkxXWb3TiAqJD\nzriOO35xKifGkoxr5/Fq9CuPh/q+g5kw9YjO7W+EbvtuvzcOx+gI9Thw7AlkBqBs5C0oo/jwKzjq\nxTtYkIgypJ1tLgS+6wtSduxPEL6go0eWbqfZo+y4N2kGJTNIdoUXaQdIs33p9mRK1jEBqNfH4JOu\nI1K/nnB1rS4nUylaNnxC8aBxtnYU3fkk2Lj2K2bpc9QmOwfNAxNUjTuQlv0WctD7L/O/dgBkHTA7\nEKJk9rcoH7mvFZTUc2fJUDWBpfm68IWK6DX2AHqNPUC3VyKJNzfQUree1rqNtNZvYOvi/6nbG/EG\nwxRWD6CgV38VMGv1fW8gZO2MVClU0Zshp17NYX/7FQviUQbkebwaPQvcGggz+dxfgkfPyTUfZRrl\ng3fdts9xTxvwJVOPAsdIJMLn77xAY10rwuMB4VXXHuWzMqa1su0Bjxdh3neQFR4vwhdA+EMIr7/b\ndUwXjZhJU+sups7/C88m8g+TPQuc7QtSdOy1hPoa3yzItT9RkZUmucxAmTtIdp0XaQdIhZc9zGrW\n7RaGDfWqVSMYEo8HYo11rPnHLZQMmciAIy/BFy6yHGc+CTYd7XME1GEdyui/2hOvZIPwsM/Cl3g8\nHuFAcqOXgbP9QUoO+BYDjv4eSG3YhvqikAaUKEMrzF5l+sqog8BfVE5ZUTllQ4zkMKEeX7Sxnta6\njbTUb6C1bgObF/6HlroNtO3YRKCwjAITcIbKehEoKiNQVE7FyP2IH3EOU196gGfi0bym0EsBvxOC\nnwYLGHvZ7yio7OuIeh2Ftu4a+epmj70upx71PcfGxkYmHXYadbvbIJVCyqS6ToFMIlMpSCXV/ZRR\nZuJpMkhrmUxEScUjkEoh/EE8vpCy9ocQ/pCx9gWd+X5V3hc09oMF+Iqr8IWKOuW8taxeQOOLd3Bm\nIsYNyTh9ssivBq72BfhvsIiS464j3G8Mub4f5nKjZAsPZ9JhLRMu/Oxt2eWzfwNSpNVJJWJE69cR\na9gKEnxF5RT0GYY3WOCgI72+EJCMtrLx5Xtp+Ow9Bh1/JWUj989qX65l9mNKq2cbe+N0and88jYb\nHr+ZGck4V8UizAHsIyETKEkodwTCLAoEGXT2z6kcsW/aabc6bcK1zTS+EzmAZ6ZaMpUksquO1roN\ntNZvoKV+PbHdO4g1N+hLvLkB4fURTMQ4V0p+AvTOYsYi4NJAiDWVfRlx/m0U1tTmcRD50aT+Jdxy\nzOh21e3K7zk+tmhDh3ScMWVAl9jWVdSjwBHg2/ct5O2V2zvZIoNkKkkqHkHGo8h4RN2OkNL2E1Fk\nPGriR0x8k1w8QiraQqJpO0IIfCW98BVXq+te+EqqjXVRpfWDqhkur2RbI83z76d5xRvMFR6OjkeY\ngnLzS2A9yo3+tD/MIiSFE46keOaZePwhB92dA5RuiTe51Her61QnV4B0AzBzuZSS5jUf0Pb2E+xY\n/zH9fUGGonx6ZyPweTxKaVUtBbNOoWyfOXh8/qwgKwQ0rv6Qdc/c4eJFanLux9reMsUi9b8LOCVj\nrdQtmkfD//5G4646RgWC9Ffvwy+EYFUsQllVP8rmnk7N5EOU8KVVc05A6SDmeGm0Dziz15RSkmhr\npnnbF2x56S/sWPEBByE4IhlnMtALxUtcA7wP/B3lvomHCglU9iFYXIG/qBRvIIzXH8QbCOHxB/EG\nguo6pG/79LIQXn8Qj7rWyj3e9ODdpP6l3HJs9wPHxz/c2CEdp0/un2abEGIdsBvllMellFOFEOXA\nE8BAYB1wspRytxDCB9wPTEZ5d3tESnlbh4zKQD0PHO9dyFtdCI6ZKPewgzm8JxWQbKwj0VRvWtcT\nb6wj0VRHsnU3vsJyFSw1ELUCqTdYaGkhGWuhZcWbiC8Wk9y6glikBQQEwqV4+o7GM3AShcNn4PEH\nczym7AeXO0g668vsFabXc5fPDYTdvMhYYz07/nkrhVtWcV08wmmA3bePAy8Ct/pDrCwso/qUGyjo\nOyK9HWFNFjG8yPto+OxdBh3/Q/2LHva6uQJhtuNyBy13oExEmmneuJJ4805AECipoqjfCPxh54EQ\nTtdJZrDMEFHIkZn/7ebsf8bbmtn20WtEVn1I27rlRCPNCOGhoLSKwLCJlIyaSvnQCcRbm4g3NxBr\n3kWseTepWIRkPEIyFiWViJKMKS+/yVhUXRv7yXiEVMxUppYLIUzgGmLsWT/lkIPmdEtw/HsHwfFU\nZ3BcA0yRUu4y8W4HdkgpfyWE+DFQLqW8RghxGnCMlPJ0IUQYWA4cKKVc3yHDXOhrcNyD5OTROJFM\nJkg07yDRVKeAZ2M9iSYNPBVAFcKjA6e/spZw7XjC/cZavkPo3m6+NncMKJ3LcgG9dNnM8vl7kW1b\nVrL1kR9xRTzCz1JJ/HZxG0ngUeASX5DK46+ifNxcx3acgE7zIosHT6D2yIvwFZRayp3qtjcMq/P0\nfzaeTYHT+0gatAiXK8HCz/67urXnJJUrcOYv4uqGdkBnZpJSIpMJE4hGCJRUMnVYb27thuD4xEeb\nOqTjlEn9nMBxLbCvlHKHifcZCuhtE0L0BuZLKUcJIU4FTgNORBna/TYwTUrZ0CHDXKhHJeTsbZSO\n/+kvBEKA8Hrxl1bjL6120SNJRZpV8KwnWr+WhoVPsW3brQR7DSFcO4HwwImE+oxEeANp7eYDlvZM\n2mxZqk7FzmVGlqpbpqw9ASZbW9kzVRVdWiJOdOcmtj58NY/EWjne8ajSSQBnARMTUWY/ewfeUBEl\nw6dmHI+o2VE8ZDL7XHo/m175C0vvOpteU4+hz6yT8RWUpCXYtGsIhz7O0WDak3OULFbj5Gh8aQbK\nXJJrzNhiyVCVJnvcX2osl6T9+jQZ4vjKLA1Jt0vZbHsGCcdsmow6cxF0IwHC58PnK8Icm+iu2apd\nRBJ4RQiRBO6VUt4P1EgptwFIKbcKIWpU2aeA44AtQBi4oquAEXogOO7pcY6dndGV7ViEUB643nAx\n3nAxweqhFA6bBtNPIxWPENm0nLb1i9kx/35iuzYS6juacO1ECmonEOg1BOHxdhAsM2epthckncYX\nWusYYGouc27H4cscFt2SVDLJjqdu4sZ4JGdgNNM44NlElKOfupnwDx7BX1ji2JYdJD2BAgYcdSk1\nM09iy+uP8fHdZ9Fr6nH0nnUSvnCxXrddQzi0Nk1M7WfSYTAXoDQpSxuIr6KhlW8FS+P6khavMqOD\nY5bDvpEmqtvhfrsI1/ppuiwbeWSf5gGs+erpDtTp7qhCM6WUW4Q+fn+nAAAgAElEQVQQvYB5QogV\npJ+BlLreHyUvrDdQCbwphHhVSrmuKwzrceDIHp4hJ5eIRmcCaCbw9PhDFAyaTMEg5TOvyUgTbRs+\npm39Era9+GuSrbsJDxineJa1k/CX98M8+Dwfe61jD8F+K7UPJNOHT6TXyceLdBuqAQ0f/5fanZu4\nQqZoLx0InBaP8u//3k/1MVdkBGQ7oAXKejPwuCvpM/t0BSTvOpPq/Y+jZqYCkpk8UGuZMO2rber/\nDM9Rh0c3oATMl7JQlRkemANYml42DL41XGkd9ygtZTYV1vGRtk2LnSZV7mRtS6RpsUjl/QhxeTds\n15Oom2Kja5TIjT55/x0++eCdjDJSyi3qul4I8SwwFdgmhKgxhVXrVPHTgP9IKVNAvRDibZRvs6/L\ny7Acqcf1OZ79pwXdsM8xv4uqs71PN/2J5h20rV+iL1KmVKCcSEHtRHzF7p+H7arkG+cyZy8yvU5u\n7Tjd5Fv/+F0e3rmRI92byIk2AiN8QYZd/RTeYNi1vWx9h9Gdm9ky/zEaPnub6mknUDPjW/jCRVmT\nfdx0ZmobnDwm4cJ32DWDpYuQMG9l0uVqWCZZB8TMVf+Xoi8/mjKglNuPH9Ouul3Z5/j04s0d0vHN\niX0ttgkhCgCPlLJZCFGIMn/9z4GDgZ1SytuFENcAZWpCzo+AkVLKc1X5hcApUsplHTLMhXqc59g9\nw6pOBrlfv5ns7wzg1PR7CyspGj2X4jFzkVISb9hM2/oltK5ZyI759+MNFxOunagA5oDxeMMljjZm\n9wbNB5Tu8TjVzceLNOpYvch0OzSeNcwa27WZZGMdhzmbkxf1B/bzeFn/+ULK9jlQb0+xITdPUkoI\nlPdl0IlXE9lxOlvmP8rHd51B9bQTqZn5TXwhFSTVgfdOXqRZp9GOIWflp3tMQnUjrXwDjC2PX6nK\n6/x0T9SQlzYP1TQvqdP1YPdmHWXVc+fSCeh4O2W8j9z02WzIU69+Lkz79s4BJe7V/RwWyN9zzIFq\ngGeEcuP6gMeklPOEEB8ATwohvgt8AZysyv8eeEAIoYHhX7oKGKEHguOeplz6CFVJM7fD+jty3Ur1\nwecv64e/rB8l449EyhTx7WtpW7+EpmXzqHv5bkK9R1I68WgKhu5vGXeZX8jUFFRz6VfMXC9bqDV9\nWjmtzAk4hBC0bVnJvh5v2qD39tLcWBv3bliOHHOga5tWm60gaQa7YEU/Bn/zx0R2bFJA8s4zqZ5+\nAjUzvolfHSPpNB+rWafRjnTgW3w6M65ZLlGlzPTY1n479Z8VRB0Se2y6pNN9YG9P3XL0g9Ijsg5J\nN243o0grytBEfq6i4zE4WyPdyronNnY6SSnXAhMd+DuBQxz4LRhA2eX0NTh+yeQMbvaHVv5I19mg\nKYSHQK+hBHoNpXTKichEnOZVb7Hr/afY/r97KZlwJCXjDsdrGn7Q/uQbgPRB8871DO8wX5B08yKj\nOzYxORZJb7ydtA8SsfVzS5vmdp3mpM2WYBOqVEFy+0YdJGtmfJOa6Sfqk3C7JeaY27bzjfNkB0SR\nGSy1eWX1fyY4s4ClredQiIx9hGlga+18dNZlPZysJBwQTJp32qUzfae9GNddsbGrw8ndjXogOEr2\nZD9qR0IPlqw+TZ/+r6M6DY3tMVH4/BSPPoji0QcR3fY5jYtfYP1fz6NgyFRKJx1DsPdI12xJJ3vS\ny6SpLL2ic5g2c4jWAMksXmQyQbgTH0lBVWf2LFlnQLN6kWD2lkNV/Rn8rWuIbN/AlvmPsvTOM6iZ\n8S1qZpyof0A4k4dqb9+9TDoAorM+pSw9ImDXKR0qpv02tjZdbXYyQpF0lE+rm30nY/u56+w51NW5\nEN2NeiA47lmyA7N9Xsu89en/NH32jfw1Wk0UeQNwsGYYvQ67nIrZ59L0yTy2/ftXyvi+iUdTNHK2\nPhVd+0BSO4e5eJLZvUhDn3s40xsuYqPXD8m4+0HnQfWAKCjT287Vg3UGSDADvFYWqhrA4G9dS6R+\nPZs1kJz5LXpPP0Gf8zW9z1GxI1M2cuYy46UkM8Cmv7w46bPbaMi4vxyly6ZJOsi7X9y5PvBzfd/u\nyQDi+Yr5jl+DYxeT9i09jfSUhnZeZ3bn0imck69Gx9BYDvq84f9v77zj7aiqvv9dp9/eS3ojJKEm\ngVBCSShSVMACIqACgvro42NHyqOCHx990FdFLIj6KCIdUQhYMCJEQAgmEEIPSWipN/3e3H7vOfv9\nY06bOVNPuXV+cODc2Wuvvfacmf2btfbae6qoPfKD1BzxfnrefJb25//E7sd/Q9XBp1Jz+LsJ107A\nbo4QnDxJay9Av5QjY6wTSZp5kbGWWawMFY8cVwbDqKmHGGx1fsVWPov9Y01TmXneNfTueoetj/6O\ntd+/iNbjzqP5mPcTipVl6U5/M5wb63lKfT2DV2kSSrVvK5cozdpL9TUX9g9LZjCf37e3x1qHOxQj\naDUCFxCMS/jkOMRIpzSkyS3r7suD3IzhnBwVnnQq/TdjeMxCn0iA8pmLKJ+5iIF92+hY+2c23/El\nYhPnUD3/vZRPX4hIwGMCTsYe9yRp751px3O9yFjrgWwcHKQNLX2uECSAPwWClE891IT8wEiSplmr\nkrkujGHWbNt1JNk4lZkf+hq9O99m62O38cIPLqL1+PNoPOJMwhW1ruYctTJzwjPWM4a3nec3c897\nri3m7abqm00RWMs7kYzxISGjz70OQ+0x7liN9f4ZEXAWGWVQw/zxbG7WP0XRZ6hekD595ZSN2R8j\nwrUTaFhyOVM/cQsVBxzLniduZdNvPkX7cw+S6O/W9CizgS7ZoqneZPsWbabqmXXSqo5SGdlApIya\nucdzsxR+OzwM9Fc1UDbhQMv2tWN6W3Uy6XLzPtjVjTVNY+aHvsbcy35AT9ubvPjDj7Dhzmtp37iG\nRML8vOt/z6zf2+a31pfpLzC760P77d1dA07XWsZOvU6768S+nYyefG5+vR2FfUYipMB/RhvGnOeY\nIprhgZivjXJ9XeRannprO1nza16uMzOeMa3uwUbdX0n7jE+VgXCMqkNOp/Lg0+jb+grtzy1jz9N3\naiHXhWcTrm62rJvRa+ZJOu+aA+bhU2OdbE+u4rgL+P66f3HxYB/TrbrugB7g0+Eo5SdfZjonamZv\ndljYPMyKqY6M7eYeaKx5OjPOvZp4Xze7n/87bz90IwDNR59D44LTLd5FqScV0V3MbsOv5p6xeT1z\ngnTarzdXXq8zVz5Xn2OCjdshRApKKRhVGG+eY8HkKCIBYDWwWSl1ttW7uJKyVwMfR9sf7/NKqeWF\ntj+yYEJuJmuqkgUuNWb+C8n1Y671WQwyFgfzD8laZ5qKCLFJBxObdDAD7W10PP8Qm2/7HGVTD6N2\n4fuITpyXbsg5SzXbeqe5TGWq04qkIvVTqFx8Puc+dQ9PDvYRwxsU8J/BML3TDqd57vFZttnbq5fL\nlTGGYk3DsFn9NJYHo+U0H30OTUedzf4317LzmQfY8sgtNBx2Cs3HnENZ83QXIdFsG/R2WNdTWcdz\nw91m9TIy1hd4fvOOuQJ2m8h4IgFlcT8VgJHpN44/FMNz/Dzae7VS26dcBTyiMu/iuhq4SkQOQlvA\nOQ9tI5FHRGR23vvEjRIY6TIdXsiTMHPJ16IAsNziw6IxMy8zR9LxiduclADCNS00LLmcumMvpPPl\nR2h7+IcEY1XUL76IsulHZJpwTZLmhGC0x022KEDNMefzzrbXOe3NNTw42EetfVfTGAD+KxjmgZoW\nWs652sJue3vNvMhsGSdP0W6NY+p49cz5VM+cT3/7Tnau+hPrfv1lYs1TaT76fdTNOx4JBi2JUq/T\n+pya9Sv7ynIz52jWdnbINkvKRt5Jv/UN6HZEGm+e1HjLVi1okkVEJgPvRns7cwrnALcmv98K6Zcc\nnA3crZQaTO6ivh5tk9niIr/pguJ8XJmn/8fRdo/dda/PfWM6KaX/WNbRzd3oEYiUU73gbKZc8gtq\nF53Lrsd+xdbfX0Pv9tcNdc306gfpbP3W81yY2mKUl0CQ+vd/nfUHn8TsUJQHTa3X41ng8HCMP06c\nQ8ulPyYYq7C0wXiuje1n/laGetky9n22OnfZv1mkpolJp17KoV+5i6Yj30vbU39g7fcvYMujv2Og\nc7dpnVw7rH9ju+tDN7eWW2zZtrm+zPk0zjc6X59mH283fDHnGHXzjSPUXxAp7DPaUKjneANwBVCT\ndcz4Lq7USwgnAU9nyW1JHhs7MLumnTwtK88yT51GcYsHcAshq5vSukE7ry1Tbr6lmwSCVMw+jvJZ\nx9D58nK2L/sfYhMPouH4jxGum0g+6x3tbDJ6X2byEghSe+YX6Jq3hEv+eiOV3fu4bKCPY1AcgPY0\nuRmNFG+NlLEhEKT6pMtonH8mgYCkbbHyDs1s1rxGvZw7LxKdDr1M5re09JyDYeoPO5n6w06me9tG\ndjzzAC/ecAk1Bx5F09Hvo2rawUhWklI+3qGdJ4opQVqHT436cmqaeINW4dP89FuXjQeMt/7nTY4i\n8h6gTSn1vIgstRHN6zHouuuuS39funQpS5faNaFvbLgSckwzsjzyjd52ixwvD4TpStRRyO58Ooc2\nM+Xmr7SSQJCqQ8+kYu5JdKxZxuY7v0zlnBOoO/YCQhV15LOUw86mTAhSb0e2fMX0BZT/xy30bH6Z\nm157kp9vfone/TtRShEtryEw6SDCs49hyuzMPrN6WzTd9iTpRICFk2S2XApm5FXWOotp53yZyad/\nit1rHuatP36PQCRG89HnUH/YKQQjZTaJO+hgtj2esY5ZvaSUiazhocoLsYkyvTXMSLNoSToFwks7\nK1asYMWKFSWzZTwj71dWich3gI+gJdeUAVXA/Wjv11qqMu/iekwpNS/56hGllPpusv7DwLVKqWdM\ndOc9FXnRz57miXU786pbbHhKX3YhKjZ/5avTUzVHfc5zQNmiYqE03tPOvmfuYf8rj1Kz4Cxqj3w/\ngUh5WtZOt5mHalfHjKzdyWfqmMmayTnLOumzt9Fr37Uy80KVSLD/jWfZ8cwDdL3zMg3zT6Pp6HOI\nNUzCypvPty2vepISedazkvFOlqXComm13HDeoXnVLeUrq5a/Uti4etpBTSWxrVQoyvscRWQJ8OVk\ntur3gN1KexfXlUCd0t7FdRBwB9rbnCcBfwdME3IKJsfXhokcHX72vNb6OOr0WKnIl6abgcZpkLEa\n1Afat7P3qdvpeed56o7+MNWHnY4EI670enmXof546UmycDlnG+2IyPI3E/PLo2/vdnatepBdzz1M\n+cQDaVr0HqpnHZl8X6X9Xr3WZfnt8Wuvt9iEOTxYNK2WH33osLzqlpIcH3m1sHH11HmjixxLsc7x\nekzexaWUekVE7kXLbB0APjPmMlUdwpOO84t56TQrsqmUx7yoHcxDl5lQoLWMUUcq1JkRCte00nzm\nV+jbsZE9T/6Wfc89QMNxH6NizvGIBG312i3lMKuTG8bU7HeWz9huFv4tjZybUKp5aDNbXl9Hpf5N\n602VRetamXTaJ5lw0iXsfekxdjx9P2/edz0Vk+dSPXsRNQcsoqx1Znp+0l341WoTAHfRB/O62eHy\njD434Vx3Id/xjdG4kL8QFMVzLDZGrefoFlbeSCEXn6XOPJXkaYqdp+Ask5E1k+l553n2PHELINSf\neCnlU/WvgiuNJ5mxyb18MT1J5/Nm1rd8PDY7b8xYFu/rYf+ba+hYv4qO9f8mMdhP9QFHUjN7EdUH\nHEGovMa2LXsbzW3It77Vb+ndjqHBoum13DgCPcdHX9tVkI6T5zaOe89xWKFfIiHpo7kofplrcrNQ\nm+tZZrfnUWdejqIy/Wpf0Y1Xkq3QfqeVlKwmox9cy6bOZ+KFN9D1+pPsXP5jwnUTaTjhUqLNs3Rt\nm+ns2/k2kcapeXiSevvN7Eodz5W1fnuFe0/S+byZJRi589jEtE19Pb2NKQSjZdTOXUzt3MUA9O7e\nQseGVexe+whvLfshZU1TqZ59FDWzj6Ri0jwkGLT1YM1gPJ+GUsv6Vuc8U65Myr08vPkYDxhz5Khb\n+pa6CSyy2Ipdpgw3nSdP0FSfvqAgssyqmneswKSi8a0YOnHLkKs4yGRkjcQhEqByzolUHHAsHS88\nzLY/fJ2yaQuoP+5jhGtaTHV2rnuS7Q/9L5VzT6T+mAuSJKm32T1JpuzS6luHRq3lUrJmZGpsy4wk\nrezKhKetSc+qH7llxnrm4eZUvVjDJGINk2g++n0kBvvpfOclOjas5u0Hf0R/+06qZy5IkuUiIjVN\ntnOiZu2blFp6hE4hUruHgNzyEjxgpwwy6+AIZubxFlYde+SYDbubawjKFMoQqfR4ceXog+xdb8Tk\nmxd9XqubqrQYvM1kNLlsQ3LJKSOTLkmWG0gyGKZmwVlUHXwK+1bfz+bbP0fVwafQcOJlOUsr9q66\nj9azriLR383WP15L/bEXUH3oaegHWGvSsbavMJK09k6tSdJos71d1m3q65h7h9YEa/S89F5XIBSh\neuZCqmcuhNM+SX/HLjo2rGb/hlVsWf5LQpX1Wvh19iKqph1GIJxKsvIW7szllvzmHO3LSzBQ2LG+\nUgU8vZYWgfHFjWOcHEcCdJHKAskyR19KUXJQyPpvvjrzVpHlrdvZYRZWtArNmnmcxrJApJz6xRdR\nffi76d64EgnoN33qeGk5g527qTjwBESgat7JqMQAA/u20bPpRSrnLSUQirhOxEnZZ+aBOYdsCydJ\nvby5N2neZm67uXXsvUOzOsZ6Zp5opLqRxoVn0LjwDFQiTvfW1+nYsJqtj95Kz/Y3qJx2KDWzF1E1\n43BiTdMIhMI5uuxgT3be3l9p1j/PENKX9gh2BD3D9xx9lBZGskxBCrj4dJHe1F1ZRLJMwY0qlbHD\nGLrUiZkOys7kkpIzloUq6qg+7MycbM5QdTPRphlsuedKGpdeTrRlNiTiJPq76dqwkp2P/IwpF/+M\nSP3kLH25g72bcKv7zc7dk6l2XO+ZGeXNzrWTp2uvL1enHaFYRQaySTlVJoEgFZPnUTF5HhOWfpTB\nnv3s3/gc7RtWsXPVn+jbu41Y4xTKWmdR3jqL8gnaR0vw0eszt9ttv7LLzM9H3si+x/Mg2hGYIzku\nMfbIUWXvLVmC+QK7hJxC7ixlIMui6Et+0SlN/ye3DIcylVtmZ6PVEg1zOU22WJuOJxIJRAKUTTmc\n8qnzaV/zEF0bniHaMhsJx4g0zaJs+gIkFCEYq7JpS2tPTwC5JOREkl7JNNNWqr+pMjtiM/9d7D09\na2Kw+v3swpD2YVtdCSIQKqui7pAl1B2yBIBEfy89O96iZ/tGurdvYN+rT9K9/Q2C0XLKW2dRNkEj\nzbLWWUTrJ+kiBfnbaHwY0tuZLDEWlKxspJLjWPKC3WDskaMOJZgvsCmzW1uWD3T6Mq5ggUrT/7HQ\n563vSilXtnmSs/A4zZJYskky+5QPtrcRrKgjEI5p5zEQYKB9GyoRRwJB4t3tdK57krqjzydQVp1u\nG7Tfzj6sar4/ay65uH2vpPUDRD4PBhmd1vvSuvHGc/Vll9kTv3OZcZ1j0rsMxyifNJeKyXMzkokE\n/fu20719Iz3bN7J77T/o+dsvGexup6xlRtrLLGudRVnLTEKxMozXT342anZao1RlI5Mdxxk3jnVy\nHD4Um9hUxhUsms5izDVqajTbnGxyLadAMGEb3Idau996lo41D1G3+CNEmmfSt+11Io0zUPF+JBBj\n33P3E2mcTmzC3HTdFDnFeztpf24ZlfNOIlI30RNB6m2zJikrMrUjtIzuDEFatZs6N05hYTOd7kKo\n3ubynOb5jBejLjlIAkTqJhKpm0jtvBPS9Qd7Oulp0wiza8s6dj37F3p2vk2kuilNluUTZhFrmES4\npoVgJFagjeMbgXF2UnxyHAJkiC1rVrGIZJnWOsxkqVCIcrbFjZwCRGNJUyGzebyUQqWgZv57iTYf\nwN6nbkNCEWITD6LiwOOQUIz+3e/Qu+VVGk64mEC0LNUa/e076G9bT/vzf2Jg7xYIBKk76jxIZr+6\nJbP85xgzss4kqfecrfWldIpFWb46zQg7u8y5vRTceWy5NgVjlVROO5zKaYen9ah4nN5d79Cz/Q26\nt29gx8r76duzjf6OnQQjMSI1zdqntoVwTRPRmuT/a1uIVDUgQX2ms4/xC58chxRZs4pKR5UaCvHc\nkjpTiiw4xatiPVzoS9niTH7OcqkIsGBOktZZrdrgHJ0wlwnnfpt4dzvB8hp6t74CCPtffpSyqfMJ\nJ5Nw4j37Gdizid2P30LVoacRbT2Q2KSDKZ86HwkE016iNZl58QzNSbIwQvN2XtzpBDNCMqtrlfyT\nKbNu01jfiNwIQbrEXE8gSKxlBmUtM6g//JSsMsVg1z7623cy0NFG/74d9LfvoHvLOvrbd9K/r43B\n7g7ClXVEapszJFrTnP47WttMsKy6KFMmoxHjrdc+OQ4j0gSRuuyy7/+CrkSlm1pMqyz0pvZAlork\nHGPuOOtZTvMi0//JLTflzgwZBMq0TMdEXzfbH/gWif4uWs/5BoFoFUrB3qfvINHfTct7ryRU1ciu\nFf9HsKKeSMtszaSiZZ+mjrsLyaY8WmfvzXyetlCS1IdOC5ljVLoyK6/YDFbEmfvuxuxYdtbllHr2\nEiFcWUe4sg4mHZilJ1MtMTjAwP7d9O9r0wizfQc9O96iff2/tajCvh2o+CCRmibC1U2EyqoIxioI\nRssJxioJRMu172WVhKLlBKMVBGMVmlxZVXqJyqjFOGPHsUeOI2U+28OFZLohuVkfCuW2nHiWvbzj\n0hIHMteRvy35GeTy8SLT5caizMBcNv1Ipn36TvatvItd/7iJxlM+Q/mMI4lOPJi9K+9k9z9/TaRp\nBoFIGeXT5iOBAImESr7EWMNAx046X/snoeomquct0dvgeX7RDaHqw8X6MmM9t9m+2eclc9CdN6nZ\nkl1mVtd+/s5s03F779LKrmydxjnQHDnJvbR0dgbDROtaida1WrYb7+vWiLJ9J/HeLuJ9Xcn/d9Pf\n3ka8t4tEX7eubLCnk3hPBxKKECqv1j5l1QSzvqeOV81aiFK17k7CEMNf5zjKoXHj8LCjGJ5eDYWu\nkW1/sXRaNGSrz815zPF6LcjPvRzgEGoVHRPqBdNFNvNYdcdeSM3Cc9JziZVzTqByzgnsfORn7F15\nN2VTDqXumA9rmgUScS3DtfO1x+ja+G+CFXV0vfFvut98lubTP08gOU+V7oXjnqrZx4tNkub6snXm\npze7bu514bwkxFp3th3Z3mU23JCmvY2i8yitdDrNNQYi5ZQ1T6esebqzQTq9ikRfN4PdHQz2dGj/\n7+4gnvzet2crXZtfo6xlhie9PkqHMUeOwwlLUtMK9XD7hGxCUMUPw6YbMzbkoopJaNjJO8xuy/Q0\n2Yda04fTbVnPkVlmmkbK0981OSHSOI2qw84gWFbNwL5tROona7KBAEopdv3zFppP/zwVM45gcP8u\n9jx9F6gESgVdJ9XYk6Qb+cwJzpckrfVqNjuRmT3JuidKK/1GfUadznXNbMy9uN3bYq3bPYRAtIJI\ntIJI3YQS6C89xttUq0+OJYItUWoCehQQhk3p07UzxGRp6h2a1NHJZcuayiULHEOtqXJvJJk2UYRE\nfzcqPkC0ZTZV807K1E3EIRhi9z//j2jTDMqnH5FM/AgwsG8r8e52QlWNtsk6VuG8fJZeiEk/3ZCk\n1TyfPYkUgygzurx4ambnxiCRW9fkPJu1UWyyHC8Yb6fDJ8chgCNRakJ65HEl6kgz50YvwqXtMgyb\nQ35u5Qw6M14kjqFWc5LMVHAikECknNoj3k9ioBeA7rfXEK5pJVw7gXhfF13rn2Liuf+T7tC+1csI\nRMqSxJiZ6zNdYqKSvrBLLzJNqiZl+a13TOnUzodT1qhIKgzYRbx3PyBaQkmkHBF39a3bt7fBqCsb\n5kt3MjrdhE3NdLslS68Yc+Q61vrjgLFJjiMhLGHJgS6IUhN0pc8tTF8eneabPJXben1uvUOTmKll\nqBWPJJnbuLnHljk/gXBMO5CIM7BnM+HaCfS1bSQ2+RDCdRMBiPd20PHiX5l04Q2mA6jX9Yv5ZJXm\nu+wi2w6z8nhfN+0vPkLv0/fS07mHqmAIBXTEB6iqaSG6+HxqDz6JQKTMQr+b0Gnu7jhe5xRzdVs/\nEFnbYae38EEkX3IdrpwJJ/gJOT6KA5vQYkbEJVEa9dno9ASVZYeJPs8vb9bxoQXxmcjltGVJptp/\nMw/65nE0lRHOM6FFKJ9xZPpYpGEq8e52Brs7QMXZ88QtVB54ApG6Sent6Mxgt37R2zIIsSH1VB3z\n2LOdd6qVJ4kkMcC+v/+CfWv/xlIRvjLQy0mAJAYBSADL927l+8t/zlPLb6LuyLOpO+njyaQmc6I1\n2mAtY7GVXB6EaeUFWsu602uHMech+gB8chwamN1oFqFGrcjNqGCvzzPMPCDTp2cb6wykZkp8xray\nZN2Qqf6wyvI0za3KL6ElQ2BKKQLRSiL1k9ly15eJNs0gXDeJumPO13SJvS57L9I83G2VLONmk3Cn\nBBwzW+J9Xey6+79Z2PYGtwz2McmkfgA4AzhjoJe3gYtWP8jr29bTdP63CISjhjasya3QzFWv4Vhz\nstR0Oodu3aHoCTQj03Ecdw8BY44cVfKf4YJnbytTMavI3P6hDMNa61QGbrNy3XAmSYOsI5laHda5\niiaCGAnHTag1KwwaDNGw9BNULzgbNdhHpGEqQHoNZP+ut4g0TsPOK/W6lMO8jjOxu9n8XjeYJwbZ\ndc/XOGP7Bm6ND2DuA+sxDXhsoI/zNr/CU7//Js0f/pbBe84lN7fJOHZLcIw6reXdtOHOuzTDeCOJ\nFMZbtwPOIj68QGX947Gi/uOg2/EfpRz1eYaJPtu+msja6nbSadEXnVmK5AhnLqwf/PSDrtXAmCoL\n17SkiRE08on397H9oe+w7Y/X0r/7bYt2cnXlHjdbGG9WR5o1PKcAACAASURBVNmUmem0//H3PnE7\nh27fyG9dEmMKYeCewX6mbXqRPc/cb2sHyevRjT0pPdkfK50ZvW7kndpwcQPa1Lf6jClIgR8zlSJv\nichaEVkjIv9OHqsTkeUisk5E/iYiNVnyh4nIUyLyUrJepES9HYPkaLzGh+tDAURp1o88YCRL3adQ\nxjTpq6Nslk1OcnpZZStnapaeLfUyOWRjR5KZcrPBLhCOMvmjPyU2dT5b7rmSXY/eTLynw0KX3gYz\n692RpFOfjPXM9ar4APtXL+Omwb68QkhR4KcDfXQ9fS9KJXR2uLPHvr8ZeSed+pulOISZfZ/k/8nt\nq5uPs71jCAlgqVJqgVLqqOSxq4BHlFJzgEeBqwFEJAjcBnxSKXUIsBQYKJVhY48cRwqKSZRGfcW4\nebIHgELJMmmTY//yINPMnyZE6XAuUiSZIRRDeQ4JWpXpjxvLJBim9oj3M+Xim1GJQd655VO0r3kQ\nFR+wrGN3XBtU3dhg3id3Hhx0rPsXB6OYZyXuAkcBEwb76Ny42tZW+wHf+OBmDy+eZfaDTV5enUm9\nceElmkAK/MdSbS4PnQPcmvx+K/C+5PfTgLVKqZcAlFJ7lVMoogD45DgUMBBbgTRpqrNgmJBlvqFh\nx3p5kKn+kIEoXZwDd2SSS5C2ZQZdwfIaGk/5Tyae9x26Nqxk0+8+S/dbq9N1vZFkyvNwIknzzrsh\npIGVv+er/T12Qo4Q4Kv9PfQ9/fv0tWPZolsyKdCzNDkbho9FvQKJzi2JjlaiFSnsYwEF/F1EVonI\n5cljLUqpNgCl1HagOXn8QM0OeVhEVovIFSXs7thLyBkVyBpwFaTj8QWtI8q+oYqYjJMmL/GWbKRQ\nznVSbYhJpqqJnNXSjnSR02uykgQpJkk7qQHJ6hVQZovuSQ7Exhs/0jid1g/+D91vPMOuf9xMuG4i\nDUs/QST5iqx8l3Lklhn7ZZ3UY1a3fdfbnJqrzjPeBXxhx0Ya0m3qR3dXiUEm9mVJGmQd1kWaEmR2\nG8ZS+/NmhfGWmFOi7h6nlNomIk3AchFZR+4PlPo7BBwHHAn0Av8QkdVKqcdKYZhPjiMBhRCRjT4d\nCr2yjR6hGxuTdRx35/FIptZJr0onJ5rCXFkHMrF/R6JdWeaYiFAx6xjKpx9B+5qH2HL3FVTNO4m6\nYy8gGKvKquM2S1XrkT1JKkud2XoBSAwyGB+k2lTSG+qAXhsPtNRk6WX3J6swtr5Nd/p8ArXHqqef\nYPXKJ2xllFLbkv/fKSIPoEXq20SkRSnVJiKtwI6k+GbgcaXUXgAR+QuwEPDJ0Q3cZMSVElYDsieY\nEFHByHMwsdOnUK766zRoG3UWQpJ6Mc2FsB6M7bwtp7JcAzIeZgYSDFN75AeoOuhk9j51O5tu+Q/q\njrmA6sPPTL9IGYq3lCPVLyudaRkJoNCyIbxkqZphAAhI0NYmM/scbbTxeq30JaXzJiWr8Hth+jzW\nKco8SQng8RwsWnwCixafkP77Fz+6Xq9OpBwIKKU6RaQCbU7xm8CDwCXAd4GLgWXJKn8DrhCRGDAI\nLAF+6L0j7jDmyHG4kR6Qi0GSGaUZFIPXUoNnEWxUKES502NFRiZK0ySZttNCLimQd7v5l6W8SL0B\nVgQRLK+l8dTPUn34e9i14pe0r/0zjUs/Qfn0hS7bSv+la9OMkLPtz9iiFxIJEAtHaBvoY6J5dddo\nA2LJ7eRSNmXatYfbBycvOjOepbHPburat18sfaMRJdg+rgW4X7QbKQTcoZRaLiKrgXtF5OPA28CH\nAJRS+0Tkh8BqtOe6Pyul/lpso1LwybFESJEkjFyi1BF5Afo0PUktxfIiNcUgmSdpW5J0UmcnY1Pm\njrRyfxQr0oo0zWDCud+hZ+NKdv7jJiL1U2hYcln69VhWXk++XmSmPPe8V804kjvWP8UVBUZafidB\nYgce48Jma3glSXd69b9LsQluvBFmsfumlHoTmG9yfA+YT4crpe4E7iyuJebws1WHAKl1hm6yKj0q\nLorOdPZnQfqydLiRdjsgZ9njZY2kmXXWVe3tTv92pmXGdjMHrLooIpQfcCxTL/45scmHsOWuK9j5\nyM8Y6NiBcT7NtD1dW/oy58zO1LSDInbUB7khFCVhX8UW/cDNwSAViz5g06b78GK2fc6yXsKW5hd3\nsTNFR0vmqQ9n+OQ4hDAuyB9pRKkjnzz16UjWSdbLOVDZXx1IMg/bnOy2J1ezepoy23E+GKb2yA8y\n9dKbCUQr2Hzb59ix/McM7NtqO7Dqy6wHfDsoBdEJc+mrqGO5vagt7geCDVOT2+c5t+meJN0TpXcy\nsr+4h4Iw7T4jecqxkM9oQ97kKCKTReRREXlZRF4Ukc8lj9tt/XO1iKwXkVdF5LRidGA0Y6QSZQ71\neNSnI1g3bXnxIo11zZnOnuQsbHOy2ztBZqy0OxeBshoaTriEqR//JaGKOjbf8SV2PPwD+vdsdvQi\n9SRpV54LESF64qVcEoqyzVrMEm8BnwlFKVt6abI9d7+lV8JJEaXbC9EbueWnc1xinLFjIZ7jIPAl\npdTBwLHAf4rIXKy3/jkIbWJ1HnAmcJMUJW1ybCCbKIuabZs3UVpsBOBSX06o1qk1t/020WdLkk66\ncg5lEaRHDzNNkBb1nBbIB2LV1B/3UaZe9itCNa1sufsrtP35e/Tv3eaSJM0btxvQq+aegFr0AU4I\nRdls3UQO3gBOCEeJnngxFTOOMLTnjSS9eZPGvrq7wNwRZmH6xjpplmiHnBGLvMlRKbVdKfV88nsn\n8CowGeutf84G7lZKDSql3gLWo61pKS6M98xwfIrRDaUnS+M/+SnNz8Z8PLTsumlZN20pl/1zS5IW\ncrryHNVuypUlQabHbjOzHUZRpSAYq6T+2AuZdtmviTRMYfMdX2Tfcw+QiMdLQpI1x3+UzmM/zIJQ\nlFuAbusm6AR+DhwZijK45OPUHGU31+j+Qa8wooR8Lm57csvv5jfbK3XYBpEio0Q75IxYFCVbVUSm\no2UdrcSw9Y+IpLb+mQQ8nVVtS/LYqINSioEd6xjYtIbI1pcZ3N+GSsQJhqJI/TQGJhxMbOYxBCub\nip+lKqk/zW+gvF6Z5bqKMm9D2etI13PYwSZbn6v1jhZtp9df2sjpZAzn1rTcVF2KIHOzkRVg8f7h\nJHk6v3sxEC2n7pgPUzHnBHb+7Ua61j1B02lfINIwRTPXNjvVfKmJvjz1f6Hm2A/TPXEOVz51F5/b\n+hqXKMW5iUEakvbuAu4KhrkTqJhyKJXHXUj55ENQynng85ShbGKfW/kURPK4uC10ebHDi85iyvso\nDQomRxGpBO4DPp9czGn8acfMT62Uonfjv5DVd1Hes4/L4gMcqxLMQXtDQQewtnMnj21Zyx9W30m0\nZQ5yzCWEG6ZrCopBlA73vRlpuiIYG51WbYieTRzrpwnHgUyzdaZeuOx1UwBLG60I0KnctI30Ygow\nWeuZJkhDvXS5DUFq5drAHKmbxMTzr6fj+T+z5e4rqF30AWqP/CAEgg6L45NNuyTJ8mkLKJ+2gMp9\n27n3uQe5563niPd1ARCMViKzjqJl4VmEq5ts9Vjbkx9JutFtVS/1w3nZ+cZen3d7xgrGW5cLIkcR\nCaER421KqdQuBlZb/2wBpmRVn5w8Zorrrrsu/X3p0qUsXbrUpVUFhB1tEO/ex+CKn1Dfto6fD/bx\nLsxj0guAS+ID3AT8ZuvLXLPsGuKHnUV04Yf0L4QdAqLMiKksseIRpRsPzcoWL14keCBJJy+yEII0\nLc8mSHJGzTQtWXmRDoSRIZ4ANQvOonzmInYu/zFdrz9J0+lfJNo0I1luWj2tQ78eM5cks+uHa1up\nPfmTBi3Ou86UiiSzdbvRb11ff3GPhTWOK1asYMWKFUPT2DhjRykk+UNEfgfsUkp9KevYd4E9Sqnv\nisiVQJ1S6qpkQs4dwNFo4dS/A7PNXjkiInm/ieT8Gx7nn6/ucBb0gPj+nfQuu4bL+/ZzfSJO1EPd\nzcAHQ1Fen3AQ0dOuRAImzyPFvuhc6PM8Qe4gbqrPrR1uTUnzqSvFue14KTfIuOmf7k+TkdLZeXEe\nsEU0ctn/4nJ2P/lbahacRd1R5yHBiFWzOfUtLHZVX5Nx94N5IYuMrPeboXBSyigoNsHlo+/YWfX8\n8pIjnAVN2xOUUkXuhTYmv7q1qyAd8yZWlMS2UqGQpRzHARcBJyff4vyciJyBth/eu5K7q58CXA+g\nlHoFuBd4BfgL8JlSvourWEj0ddH74Nf4Rm8HN3gkRtDc48cH+1i49WX6Hvsxpkk1xZ6Hd6HPc2KP\ng868skVTdrhdypJs35XtTvoMfXGy3zLZx+pPk0tbpQ5b2ma/AUBGrVB92OlM+ciP6du2js13fJG+\nttfT5aVc/qHJONvpVpdR1jqBxU1dd22ZaEh/ip2BapXV6vTxMfzIO6yqlPoX1nsWW23987/A/+bb\npmsYo0dmF5vLsoEnf8UHe/dzhcp/H5Eo8FC8nznvPMv+N1cSm3FMUr39gFysDcIzCs2KXYQrXerM\ndy4yXVe57HMyRGka1jWz0042K9xpGSbGRsYkzJoWV8rUXVRYh1kzBGnvRSoFwaomWt9/HZ2vPsbW\nP1xL9aGnU3fsBQRCUccQp5v5SPufwp2d+rbs5YzyKZi/ZsoM5lvEeWk7t52UTv1x/RxmAQOMZdnI\nw3ibZx3bO+TYPXS6KOvf+jKRd1bzk8RAwaaUA/cM9jHw+M9JDLh7waxxKUfBsHkYz3uJiCm/u1tS\nYarObfp/Hl6kpZzKR0aZlhmatHQX04dtjHbnoQmV805mysU/ZWDPJjbf9l/0bn0l3Z57TzI/LzJj\np/Nvlq9X5N6jsvY08/fO7PRlfqNcfYUMPiMTUuBntGFsk2OhWHMf3xrso6pI6hYDixNxejc86b1y\n9s2YL5GZ6CwKSVrc625CkZYq3T4QOJGaFzlPMiZyds8DeROQO5IMltfTfNZ/U7/4I2x/8NvsWvGr\n5EOYe5J0IhYnlJoks+u6OW9OT2RDEUIdUxhn7OiTowXiXbvp37GOi4qs94rBPoIvPFSYkpTXVCyi\nNBlH8iZJ08MGTS69yFQfXbWrXBKkk5wbj9TJizQRz3wx11kMkhQRKg48gckf/Rnxrr1s+t1n6Xz9\nXyiVSLebrxfpzsaUnDeSLD1Zur3gTAguP7Os9bn4+BgZ8MnRAgNt6zgmEKKiyHpPBro7d5Docxda\ndUSJiTLvxB2TAtNEJDcqPXiRRZNzS6RpUUO/rLxIhe0IWAySDJbX0Pzur9J48qfZ+8w9bLnji3S/\nvSZtlHsvMl8bU3LuEneMegshCHuyUYaPG4U+eaUw3raP89/naAG1Yz0nDPQWXW8ImBWMsn33m0Qm\nHJQpKMa1k+3NeFn24KAPcLfO0FjXKhmELF2pNpzUJonKMWFHZfrvlKzjWk5sEn+y+qkl65B9IKdf\n6e4qZZvhkBqErUVUloy5UPn0IyibtoCu159k1z9uIlTVRP3xFxObMDfThsVKGq3MPuHJ2UZ3dtrp\nTsPDih9HXZgl+RRgm07n2MVY758RPjlaINyxjZkFB1XMMRPFlu49+oP53afWMBBlwU9u+ehzID7d\n5gQmO8yY1lEuCDLZtiuVTuSXkrHrd1Y/k75ZRs7iIUFzzpz74oaAMiHM3MxRkQCVc06k4oDFdL7y\nd7Y/+G1irQdSf/zHiDRMS/bNQr/LBxI7ks21M8/F9yYhzuIu4lcFrbU00znWyGSMdccRY44cU1lk\nhUFAqZLFnINKQSKeRQ6G1O7UgFjI43I2ssKDxVoe4kmfjReZEdFGPzf63BOkSg787rzNguVyvMgs\nggRzklTKsCzAQrUnL82EJIMhqg49k4q5J9Ox9k9suecqKmYuom7xRYSrW7BzZF2d7yzycu9JWsm4\nWwaRS0aFXdsZfVkPbeLOFrMy6/C0m3o+hhv+nKMpFPFYDbtKpL1NAki0Utee2Y2SIoxiOrDFfnek\n6/lIt2IuRwYv/fCk042cy4Zdy6UHUWd5dyZaCwXCUeoWfZCpH/8lwcoGNt/2OXY99gsGu/c5zEO6\nXGLj2ka7eTy7c2Fd5nWO0w3s+52fnfmXDTP8bFUfAPHm2TwZ8rofjjMU8HJigFBqM3JHeb03WRwb\nikiQyj0JuG7TtbriE6TLhl2XuU1AMvNanGXtZKyFlNJei9Vw/MeYcslNqEScTbd8ij1P3U681+6F\nVSm9xSJxvXxxfiKrdYcFai2BztGG8ZaQ45OjBcLNs3kCyH9fHHO8AqhghGBFves6OoIs0oOlB2fF\nlbJiEqQn0isyQRbbe/QiW3yCdC4LVdTTdMqnmfyRGxlo3847v7mcvavvJzHYb1vXDUnmQyjFyQpV\nebfvqLko9o1OjLf3OfrkaIFg3VR6y2r5R5H1/iQQIjj3FM/18l1Mb6+xuF7paCBIV/oKHflMqrs9\n13qCdCYfJ0PcECRAuKaFljO/woRzv03Pphd559efoOPFv6EScYf6xbDTul7+P0WmYqnIbLwR5TiL\nqvrkaAURIXHYOXw9FC3auLsNuE2E8EFn5FU/3y3ZXOksVFdaTbEf1d2KufXOivYk4Lmv3gkyJWwf\nInVq1Utb0aYZTHjfN2h571V0vPwP3vntp+l8/UnL85YhB2c7h54k9ZVKSWTjjSjHA3xytEHswJN4\ntaKBXxZBlwI+FooQPuhMgpWNBegxdUsKIrZ8FuZbKMrV5yBrL+LNsy1m4o378Kq3Au8hVseWHAdk\nb+XaH7GJ85j4oe/SuPST7F15D5tv/0JyIwEnHYWSub2dxSCfUpNYNlGOKa4cZ66jT442kECQ0Mlf\n4suhCM8UqOt6CfBMWR2RI84vnreXW5A3URaNIM30WQu5FxkGgnRWkv6Px2ruRs3iEaRzFqcZQYoI\n5TOOZNJHbqT2yA+w85GfseXeq+nd+pqlDjckWSg5eatbOjvcNq/y+IxE+Ak5PnQI1U8ldNIXOTUY\n4bE86ieAayXAd2JVRN59LRIMawUFEJlW3Wm08667KASpU+GS/RwGdq82FWu5SsHJOTbVRwdBpkgy\nQOXcJUy5+GYq5y5h+5+uZ9PtX6C3bYMnPWZyQxdqtT9vI5WQRhL8hJxRjJ6eHp5/4Cf0bnySwfZt\nRZtfik49gtC7vsp7I+V8OhCi02W9DcDRoSg31k0hes53rcOpeRJlsbwzS51DRZAObeW1H6sL8ime\n9zhWCVLflgRDVB96BlMv+zU1C85i631fo+Nl85S1XMIpHUl6kHbU5ZOkjxTG1A45AwMDxKob6H35\nGQZX3Yka6CHUOItw0yxCTQcQapxFsLxOExZvjn5k0mGEzvsJd//rl9y26Tk+ohQfTQwyH3Sbk7cB\nK4GfhqL8CwgvOJfoIWchAZfPIdk3p6vNZxy2PstLZ5aY7g8PyKrnykaHtnJ2nHF5blD2O6c47f7i\nejceo40u4baOUsanb+uTkCtbaLm+LQkEqTroFKLNs9i+7Fv0ta2nccnlSDB3ODHXhantKWLy6mV4\nq+d88eRrx1jHeDsdUtTF0UWCiKh87TrvB//kn6+0AZDo2cfAzo0M7trIwM4NDO7aiISihBpnEm48\nIEmYMwlEyj1tPRXv3MXAKw8TfHsVnft3UBMMERahO5GgD6iom0L/nFOIzToeCcfy6ocOLkzzNCi7\nFNXpzPfO0Klw3bBNkXebnH7bQsuNdpj200mFuBDCbMA2r2NvsriQsSrXH4z37WfHn/8fiYFeWs+6\nhlBFrUd95nrd2JdfO9btFU93YVh8QAO/vuzIvOqKCEqpolspImrTnsJexDClPlYS20qFMU2ORiil\nSOxvY2DXRgZ3btT+v/tNghUNSQ9T8y7DDdORUMRVeyo+SKJrNyoxiIRjBMrri7N/qRkcx+gRSJBu\niMNFPUsdo4Ug3TzgjBqC1LepEnH2Pn0H+1/+B61n/zexCQfmoS9Xr/s6xWurNO14w8glx76CdEyp\nj44qchxTYVUniAjB6laC1a0w8zhAu7Hj+zanPcve1x9jsGMbodpJhBoPINykfYK1k0wHSAmGCFa3\n5BxP9HUyuPtNIhMPLV4HrCNSyWIPYT0PocmivPZquEOsTuFTd2psGtAryNHnogEtBOku7Ody33Xb\nV16BuAqxgplM5oeVQJD64z5GpPkAtv7xGzSe+HGqDz3Noz6jXk23cz8cbJfShwPtnuP90Ozoxbgi\nRzNIIEiofhqh+mkwR9u5Rg32Mbj7LQZ2baR/y1q61vyeQLSSsoPOJDZzsSuvsvOZ39H75tNEJhxM\n2dxTiU7N70nQFDYkWVKCLIRBRsIcpB1BOozA3gfo5BtBbBnTqh2vBJnv/KNKyji/RspaT+ZirJy9\nmEj95Mw85EmfzGRnm+hzJq4M66QcDs9kk5XzZEfwpUI+AbCRF8vTMN6IftyToxkkFCXcModwyxwA\nlEowsOUFel75K52r7qBszimUzTvNcn/UeOcuBnZuoPGCXzCw/VW6nr0HiVQQaZ1XXEMt7m2fIPM0\nz9a7dMNsuSI5/RxxBJm0siCCTLUPkYapTLroR+z4y/fZcu/VtJ59DSGrfYSTxOU+kcYdkVtqsPWC\nx9nInwfG2xnyydEFRAJEJs8nMnk+g+1b6XnlYfb88ctEJh1O1Qn/QcCQdNP90p+QQJBApJzo1COI\nTj0CgL63V9O78Ulis44nOq20nuR4IkjAtV1esk+LhbyyWIc0xApeCBLsSTIYLaf1fV9n79N3sfn2\nL9B61jXEJs4tQKfRThdzwHYaTNvzCdIJ481zHFPrHIcCoZqJVB37ceo/9FMik+cjJq+1ik4/mlDD\ndPYsu4r+Nm03kUR/N+HWuUgoQscTPyfeWYK3RRqWknna+9OlaFFCPll2Fmuzci9bzdmJ2L/qKX/l\nCu8bvWvNOQvrd6VxI2cpgdt3IjqtCRQR6hdfSOPJn2Hr/d+k/YWHXel0i2IkEpqvxfThQ4NPjnki\nECknNnuJ7glWKe0FV5HWeVSf+J/EDlhC/+a1aflAtBIJhqmY/34CZZmU90Sf220FXCIf8knVcyFU\ntLdglIAgXdlW6gxtG/WlJ8hiyLl/abCTXMUBRzPpw99j3+r72bH8J6jBAUd97tsuzu+Yu+2dDzP4\n28f58ITsGzTevlVPdCqOGuhBxQcB6N/+GoMd24lMXpheMK0Sg+xbfj17//R1+reb71mZv3Ek53VK\n4UEWaRDxaqMr582ZIJ1eBlxKuCZxnT1uCbJYRFo8gozUT2byhT8k3r2PzfdcyWDn7oJ1ZuSK92Nl\nSNInSFNIgR8zlSJvichaEVkjIv9OHqsTkeUisk5E/iYiNYY6U0Vkv4h8qQS9TMMnxyJAKW1o79/6\nEnuXXU33S3+mb/PzDLS9pi0bSe6O0/Pa34lOnk+wqjldt3/zCwhCbM676Fp9J/uf/g1qsLD1RLkG\nehxEhmFg8mSjS4LM374CQ6v2KrJE3NvojajcEaT7MGvh+gLRclrOvoaKWUex6fYv0LPlZVc63SB1\n/xULRdqad8yhBNwI2vbTS5VSC5RSRyWPXQU8opSaAzwKXG2o8wPgL8Xokx38hJxiQSnKDzqDyOT5\ndK+5j4FdbxCdsZjIxEMQCdDf9hqJnn1Ephyh8xq7195P7MCTKJt9ImWzT2Rg50bTeUwf+WE4EnCG\nG4VkdJYSIgHqjj6fSNNMti/7NvWLL6L68HcX5/fJdzHkUOkbAyjR6RBynbRzgCXJ77cCK9AIExE5\nB3gD6CqJNVnwybHICFW3Ur3ks6jBfiQUoe+d54h37mCgbR2xWccTqp0IaIN2onc/SICe1x9FQhFi\ns44n3DRrmHvgY/RjZGdeVsxcROSC72fWQ57yGQIud6TyMeaggL+LSBz4hVLq/4AWpVQbgFJqu4i0\nAIhIJfBV4F3AFaU2zCfHEiG1UUCofio9r/yV/q0vECjLhM5FhGB5HXXv/Sb9ba/R8+pyIpMOJxCr\nSstkez39W19CIuWEG2cObUd8+CgBInUTmXzhD9nx8A1sufurTDjna4Sq8n8JuI/Sw2tSzb+e+Cf/\neuKfTmLHKaW2iUgTsFxE1pEb1U4k/38tcINSqlvc7rVYAMbV3qqlhl14aHDPO3Q9dy/RGccQnXEs\naqCHQLQyXb77vs9TddyniEw4CNAyX0UCxLv20P3CMhLdexnct4Vw0yyqFl/ueu9Xt/blCpdAZzH1\neemKhU67tvIt0wu6FHOpz/25dh9WdS/n1kZv+pRS7Ft1H/ueXUbLu79M+bQFeenzYuNw6XOLxbMb\n+M0I3Ft1x377TGMnNFeFbW0TkWuBTuBytHnINhFpBR5TSs0TkceByUnxOiAOfEMpdVNBhlnA9xyH\nCKH6qdSc+hWUUsT3t9G58rdEJh1O+cFn0vvGUwSrWgnVTs6p1/nMrQTK66he+l+oRJz9T9yMivfn\nRY4+fIw0iAh1R51HtHkWO/52I7EJc2hYcjnh6qbhNs2HAcVmXBEpBwJKqU4RqQBOA74JPAhcAnwX\nuBhYBqCUOjGr7rXA/lIRIwxDtqqInCEir4nI6yJy5VC3XzJ4ePoPVbdSsfBDDOx4nT0PXEnv+hXE\nZi8hUFYNgIoPIhJgcN9m+re+SOWii5BgWNuJRyUY3PNOKXsytjAukypGXjTICeXTFzL10psJ109h\n023/xZ6Vd5MY7PegYTz+zqMeLcCTIrIG7TW4DymllqOR4ruSIdZTgOuHw7gh9RxFJAD8FK3DW4FV\nIrJMKVXkBX4jH+HGmdSc9Hni+3cgkQoC0QpUIoEEAuls1q5n76VszinpzZsHkpuhV7dab8Xlw8do\nRSAco+G4j1B98KnsWvErNv320zSd/CkqZh3lXNlHyVHs50yl1JvAfJPje4BTHep+s7jW5GKoPcej\ngPVKqbeVUgPA3Whpu6Mfec6RBquaCUQrAOjf+gKdz96jvSOyt4NEfxdlc9+Vlu1adQexA05EJJDe\njceHA0bgnHrpMbq9qHBtKxPe93UaT/kMOx/7FVv+pycK/wAABxtJREFUcC39e7c61BqPv/PQwt8h\np7SYBGzK+ntz8pgPIDp5PuWHvAdECMSqCdVMRA30ANC3eS2D7VupWPghQFsz5sOHOcYGUVTMOIJp\nl95E+ZRD2XTHl9j1xK0k+gt7G72P/CFS2Ge0Ycwl5Bw2rW7Y2i5OdlvmxclrN9Sy45lfUDF5DuUq\nzpyzP8m0g1vT4Vfv9hXBvBIrLUm2qoWwbVPFyFZ1iWJnjCalh6ftIv98IsDcT9H9ng+w+g8/pXn3\nv5lz4vstZIt8gQ/TiH7wxOphadeHHkNNjluAqVl/T04ey8F1112X/r506VKWLl3qqoGvn3tY3saN\nOHzpRB5//HFWrVrFxRdfTGOjvw7MxzjGFe8Zlzse2WHFihWsWLFiuM0YkxjSdY4iEgRSGUjbgH8D\nFyilXjXI5b3OcSzDHxh8+PBhh1Kuc9zbPViQjrryUElsKxWG1HNUSsVF5LPAcrT5zl8bidGHNXxi\n9OHDx3BhNCbVFIIxt0OODx8+fIxXlNJz3NcdL0hHbXnQ9xx9+PDhw8fYwngLXPnk6MOHDx8+HDHO\nuNEnRx8+fPjw4QLjjB19cvThw4cPH44Ybwk5/jYrPnz48OHDhwG+5+jDhw8fPhzhJ+T48OHDhw8f\nBowzbhx7YdXRsJXSSLdxpNsHI9/GkW4fjHwbR7p9MDpsLBqkwM8og0+Ow4CRbuNItw9Gvo0j3T4Y\n+TaOdPtgdNjoIz/4YVUfPnz48OGI8Zat6pOjDx8+fPhwxHhLyBmxe6sOtw0+fPjwMRpRor1V3wKm\nFajmbaXU9MKtGRqMSHL04cOHDx8+hhNjLiHHhw8fPnz4KBQ+Ofrw4cOHDx8GjBlyFJEzROQ1EXld\nRK4cRjsmi8ijIvKyiLwoIp9LHq8TkeUisk5E/iYiNVl1rhaR9SLyqoicNkR2BkTkORF5cITaVyMi\nv0+2+bKIHD2SbBSRL4rISyLygojcISKR4bZPRH4tIm0i8kLWMc82icjCZL9eF5EfDYGN30va8LyI\n/EFEqofLRjP7ssq+LCIJEakfLvt8DCGUUqP+g0byG9AmjMPA88DcYbKlFZif/F4JrAPmAt8Fvpo8\nfiVwffL7QcAatMzh6cl+yBDY+UXgduDB5N8jzb7fApcmv4eAmpFiIzAReAOIJP++B7h4uO0Djgfm\nAy9kHfNsE/AMsCj5/S/A6SW28VQgkPx+PfC/w2WjmX3J45OBh4E3gfrksXnDcQ79z9B8xorneBSw\nXin1tlJqALgbOGc4DFFKbVdKPZ/83gm8inZjnQPcmhS7FXhf8vvZwN1KqUGl1FvAerT+lAwiMhl4\nN/B/WYdHkn3VwAlKqVsAkm23jyQbgSBQISIhoAzYMtz2KaWeBPYaDnuySURagSql1Kqk3O+y6pTE\nRqXUI0qpRPLPlWj3y7DYaHEOAW4ArjAcO2eo7fMxdBgr5DgJ2JT19+bksWGFiExHewpdCbQopdpA\nI1CgOSlmtH0Lpbc9daNnpyqPJPtmALtE5JZk6PeXIlI+UmxUSm0FfgC8k2yrXSn1yEixz4BmjzZN\nQrt/Uhjqe+njaJ4WjBAbReRsYJNS6kVD0Yiwz0dpMFbIccRBRCqB+4DPJz1I45qZYVlDIyLvAdqS\n3q3deqjhXOMTAhYCP1NKLQS6gKtMbBquc1iL5jVMQwuxVojIRSb2jMR1UiPRJgBE5L+BAaXUXcNt\nSwoiUgZcA1w73Lb4GFqMFXLcAkzN+nty8tiwIBlquw+4TSm1LHm4TURakuWtwI7k8S3AlKzqpbb9\nOOBsEXkDuAs4WURuA7aPEPtAe9LepJRanfz7D2hkOVLO4anAG0qpPUqpOHA/sHgE2ZcNrzYNi60i\ncglaqP/CrMMjwcZZaPOJa0XkzWRbz4lIM9bjznD+3j6KhLFCjquAA0RkmohEgA8DDw6jPb8BXlFK\n3Zh17EHgkuT3i4FlWcc/nMx2nAEcAPy7VIYppa5RSk1VSs1EO0+PKqU+Cjw0EuxL2tgGbBKRA5OH\nTgFeZoScQ7Rw6jEiEhMRSdr3ygixz/gOBE82JUOv7SJyVLJvH8uqUxIbReQMtDD/2UqpPoPtw2Fj\n2j6l1EtKqVal1Eyl1Ay0B7cFSqkdSfvOH6Zz6KPUGO6MoGJ9gDPQMkPXA1cNox3HAXG0jNk1wHNJ\n2+qBR5I2Lgdqs+pcjZbp9ipw2hDauoRMtuqIsg84HO2h53ngj2jZqiPGRrQw26vAC2iJLuHhtg+4\nE9gK9KER+KVAnVebgCOAF5P30o1DYON64O3kvfIccNNw2Whmn6H8DZLZqsN1Dv3P0Hz87eN8+PDh\nw4cPA8ZKWNWHDx8+fPgoGnxy9OHDhw8fPgzwydGHDx8+fPgwwCdHHz58+PDhwwCfHH348OHDhw8D\nfHL04cOHDx8+DPDJ0YcPHz58+DDAJ0cfPnz48OHDgP8PvUbJWnnIBOMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10c8324d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# oversimulated\n",
    "size_factor = 100\n",
    "over = obs[obs.residuals > 0]\n",
    "under = obs[obs.residuals < 0]\n",
    "\n",
    "# plot the heads\n",
    "ax = plot_heads(heads[0,:,:], levels, extent)\n",
    "\n",
    "# plot the residuals on top\n",
    "plt.scatter(over.X, over.Y, s=np.abs(obs.residuals) * size_factor, c='b', zorder=100)\n",
    "plt.scatter(under.X, under.Y, s=np.abs(obs.residuals) * size_factor, c='r', zorder=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Compare River leakance to observed values\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[rec.array([(1, 2308.7646484375), (2, -685.5286254882812), (3, -1059.7708740234375),\n",
       "  (4, -974.8074340820312), (5, -781.1375122070312), (6, -588.28955078125),\n",
       "  (7, -428.0404968261719), (23, -1033.933349609375),\n",
       "  (39, -2632.01025390625), (40, -4494.31640625), (41, -5871.56640625),\n",
       "  (42, -10321.4521484375), (28, -4079.739990234375), (29, -8883.4013671875),\n",
       "  (15, -5461.41748046875)], \n",
       "           dtype=[('node', '<i4'), ('q', '<f4')])]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get the river leakage results from the output binary file for stress_period 1\n",
    "# show the records\n",
    "riv_output = cbobj.get_data(totim=1, text='   RIVER LEAKAGE')\n",
    "riv_output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>node</th>\n",
       "      <th>q</th>\n",
       "      <th>state</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2308.764648</td>\n",
       "      <td>losing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>-685.528625</td>\n",
       "      <td>gaining</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>-1059.770874</td>\n",
       "      <td>gaining</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>-974.807434</td>\n",
       "      <td>gaining</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>-781.137512</td>\n",
       "      <td>gaining</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>-588.289551</td>\n",
       "      <td>gaining</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>-428.040497</td>\n",
       "      <td>gaining</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>23</td>\n",
       "      <td>-1033.933350</td>\n",
       "      <td>gaining</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>39</td>\n",
       "      <td>-2632.010254</td>\n",
       "      <td>gaining</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>40</td>\n",
       "      <td>-4494.316406</td>\n",
       "      <td>gaining</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>41</td>\n",
       "      <td>-5871.566406</td>\n",
       "      <td>gaining</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>42</td>\n",
       "      <td>-10321.452148</td>\n",
       "      <td>gaining</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>28</td>\n",
       "      <td>-4079.739990</td>\n",
       "      <td>gaining</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>29</td>\n",
       "      <td>-8883.401367</td>\n",
       "      <td>gaining</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>-5461.417480</td>\n",
       "      <td>gaining</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    node             q    state\n",
       "0      1   2308.764648   losing\n",
       "1      2   -685.528625  gaining\n",
       "2      3  -1059.770874  gaining\n",
       "3      4   -974.807434  gaining\n",
       "4      5   -781.137512  gaining\n",
       "5      6   -588.289551  gaining\n",
       "6      7   -428.040497  gaining\n",
       "7     23  -1033.933350  gaining\n",
       "8     39  -2632.010254  gaining\n",
       "9     40  -4494.316406  gaining\n",
       "10    41  -5871.566406  gaining\n",
       "11    42 -10321.452148  gaining\n",
       "12    28  -4079.739990  gaining\n",
       "13    29  -8883.401367  gaining\n",
       "14    15  -5461.417480  gaining"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# make into a pandas DataFrame for readability\n",
    "rldf = pd.DataFrame(riv_output[0])\n",
    "\n",
    "# designate the state as gaining or losing\n",
    "rldf['state'] = ['gaining' if q < 0 else 'losing' for q in rldf.q]\n",
    "rldf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total River Leakage In: 2308.76464844\n",
      "Total River Leakage Out: -47295.4101562\n"
     ]
    }
   ],
   "source": [
    "# sum the leakage to the river, and the leakage out of the river\n",
    "r_out = rldf.loc[rldf.state == 'gaining', 'q'].sum()\n",
    "r_in = rldf.loc[rldf.state == 'losing', 'q'].sum()\n",
    "\n",
    "print ('Total River Leakage In: {}\\nTotal River Leakage Out: {}'.format(r_in, r_out))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The river leakage values should agree with those in the list file for stress period 1 (check that the files aren't mixed up!)\n",
    "\n",
    "### Manual steady-state calibration\n",
    "Manual calibration can be performed using the ```problem9model``` class to adjust input parameters and then recreate the model input files\n",
    "\n",
    "With the initial K value of 75 m/d for sand (and assumed k of 1 m/d for silt), the simulated heads are low, suggesting that K might be too high\n",
    "\n",
    "simulated river exchange values are too high, also might indicate too high of K\n",
    "\n",
    "#### Manual iteration 2\n",
    "drop K for sand (Khvalues[1]) from 75 m/d to 10 m/d\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Kh sand: 10.0 m/d, Kh silt: 1.0 m/d\n"
     ]
    }
   ],
   "source": [
    "p9m = problem9model(basename='P9_2', model_ws='modelfiles')\n",
    "p9m.Khvalues[1] = 10\n",
    "print('Kh sand: {:.1f} m/d, Kh silt: {:.1f} m/d'.format(*p9m.Khvalues.values()))\n",
    "p9m.create_input()\n",
    "#p9m.m.run_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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Bd3efPXu2X3fddT516lSfMmVKrOff3i9+8QsfMmSIf+pTn/LPfvazscWB7r77bv/Upz7l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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10cad25d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#bring in results\n",
    "headobj = bf.HeadFile('modelfiles/P9_2.hds')\n",
    "head = headobj.get_data(totim=1)\n",
    "\n",
    "# get simulated values at observation locations\n",
    "obs['simulated'] = [head[0, obs.Row[i], obs.Column[i]] for i in range(len(obs))]\n",
    "one2one(obs.Head1, obs.simulated)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Manual iteration 3\n",
    "sand = 60 m/d; silt = 1 m/d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Kh sand: 60.0 m/d, Kh silt: 1.0 m/d\n"
     ]
    }
   ],
   "source": [
    "p9m = problem9model(basename='P9_3', model_ws='modelfiles')\n",
    "p9m.Khvalues[1] = 60\n",
    "print('Kh sand: {:.1f} m/d, Kh silt: {:.1f} m/d'.format(*p9m.Khvalues.values()))\n",
    "p9m.create_input()\n",
    "#p9m.m.run_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total River Leakage In: 651.660400391\n",
      "Total River Leakage Out: -45638.3046875\n"
     ]
    },
    {
     "data": {
      "image/png": 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J7uEPApaZmYfP9bC7rzSzq4D7gBOAFWa2xd0vAxYBD5hZSwNfHdvYi4ikk2SP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\ngP8fBb/Fpr5HDGIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e2ce990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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AuG9UZWGw+3oVwnhzCoOcJGfBErQb9jU7flnAnH6vUvbhx3n4uTcIjcjs1O0q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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e99c210>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_results('modelfiles/P9_3')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Manual iteration 4\n",
    "sand = 45 m/d; silt = 15 m/d  \n",
    "this value for 50% silt and clay is way to high in my opinion, unless there are connected sand and gravel seems through it, but it produces the best fit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Kh sand: 45.0 m/d, Kh silt: 15.0 m/d\n"
     ]
    }
   ],
   "source": [
    "p9m = problem9model(basename='P9_4', model_ws='modelfiles')\n",
    "p9m.Khvalues[1] = 45\n",
    "p9m.Khvalues[2] = 15\n",
    "print('Kh sand: {:.1f} m/d, Kh silt: {:.1f} m/d'.format(*p9m.Khvalues.values()))\n",
    "p9m.create_input()\n",
    "#p9m.m.run_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total River Leakage In: 651.660400391\n",
      "Total River Leakage Out: -45638.3046875\n"
     ]
    },
    {
     "data": {
      "image/png": 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J7uEPApaZmYfP9bC7rzSzq4D7gBOAFWa2xd0vAxYBD5hZSwNfHdvYi4ikk2SP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\ngP8fBb/Fpr5HDGIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ece6d50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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AuG9UZWGw+3oVwnhzCoOcJGfBErQb9jU7flnAnH6vUvbhx3n4uTcIjcjs1O0q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mfq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\nMz5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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e2ce910>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_results('modelfiles/P9_4')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Manual iteration 5\n",
    "sand = 45 m/d; silt = 1 m/d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Kh sand: 45.0 m/d, Kh silt: 1.0 m/d\n"
     ]
    }
   ],
   "source": [
    "p9m = problem9model(basename='P9_5', model_ws='modelfiles')\n",
    "p9m.Khvalues[1] = 45\n",
    "p9m.Khvalues[2] = 1\n",
    "print('Kh sand: {:.1f} m/d, Kh silt: {:.1f} m/d'.format(*p9m.Khvalues.values()))\n",
    "p9m.create_input()\n",
    "#p9m.m.run_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total River Leakage In: 120.276184082\n",
      "Total River Leakage Out: -45106.921875\n"
     ]
    },
    {
     "data": {
      "image/png": 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tKigoSMlxgWTo7Rw5hRxAQro3UcnkBWLxUfq9996r2bNnp3tIwCGjkAMYtExb\ned6X+Ch9+fLlROnIGaxaBzBoqVx5fiiNY+iVjnxEIQfQrwNXnkvJWnk+2MYx4XBYtbW1mjdvnurq\n6lRbW8v5cOQNonUACek6Rx6/8nwoz5EPNr4nSke+IFoHcEiqquartXWznnzy7qQ0URlMfE+UDnAd\nOYABKCoqStritoE0jumtwQuQjyjkADJCoo1jdu7cqerqau3atYsGL4A4Rw4cJB2NS/A3ff37r1u3\nTlVVVZo/fz4NXpB3uI4cSEA2NT1Jlkz8Q4YoHaCQA/3KpqYnyZKJf8jER+msSkc+662Q93mO3Mzu\nlNRrxXT3fxiCsQEZoWvVdHv7waum86GQh0Ih1dQsVHv76ui/wSbV1FTqvPM+nbafnygd6F9/l589\nJ2mDpA9JqpC0Jfo1RdLI5A4NSK1UNT3JVJl03/BwOKzFixdr3rx5WrZsGQ1egD70OSN39wckycy+\nLuksd98Xff5/JD2T/OEBqZPu222mWybcN1w6MEpfv349UTrQj0QbwhwtaXTc81HRbUBOSXbTk0zW\n9YdMYWGlRo+uUGFhZcr/kFm3bp0qKio0adIkGrwACUposZuZXSFpkaTVkkzS2ZIWdc3YU43FbkDy\npGPVejgc1tKlS2O3HWVVOnCwQ161bmbHSvpk9On/c/ftQzi+AaGQA7mDVelAYg6p17qZmaTzJE12\n999IGmlm04Z4jADyTFeUPnHiRKJ0YJASjdbvkhSW9Gl3n2hmR0ta5e5Tkz3AXsbDjBzIYkTpwMAN\n6jryOJ909woze16S3L3NzLj8DMCAsSodGFqJrlrvNLPhijaHMbMiRWboAJAwVqUDQy/RGfkdkh6V\nNMbMbpV0iaTvJm1UAHIKUTqQPAkVcnf/pZltkHSuIpeffd7dX0nqyADkBKJ0ILkSXbX+C3ff7O7L\n3P1n7v6Kmf0i2YMDkN2I0oHkSzRaL4l/Ej1ffurQDwdALiBKB1Knv7uf3SjpJkmFZvZXRWJ1SeqQ\n9PMkjw1AFiJKB1Krz2jd3X/g7kdKWuzuo939yOjX/3L3G1M0RiBjhEIhtbS0KBQKpXsoGYkoHUi9\ngbRoPVrSJxS5pakkyd2fTtK4+hsLDWGQcg0NjaqpWaiRIyN3Cauvr8urm6r0JRwOa8mSJVq6dKnq\n6+uJ0oEkOKRe62Z2laRrJH1c0guSTpf0B3f/9FAPNBEUcqRaKBRScfEEtbevVtctPgsLK9Xaujlv\nbnPamx0ZWr5ZAAAUqUlEQVQ7dqi6ulptbW30SgeS6JB6rStSxKdKanX3Sknlkt4ZwvEBGS0YDGrk\nyIAiRVySylRQUKxgMJi+QWWA5uZmVVRUqKSkhCgdSJNEV63vcfc9ZiYzO8zdN5vZyUkdGZBBAoFI\nnC5tUteMvLOzVYFAIK3jSheidCBzJFrI/2JmR0laIekJM2uT1Jq8YQGZpaioSPX1daqpqVRBQbE6\nO1tVX1+Xl7F6fJTe0tLCLBxIs4QXu8W+wewcSR+W9N/u3pGUUfU/Bs6RIy1CoZCCwaACgUBeFvHm\n5mZVVVVpwYIFuvXWW1VQUJDuIQF5Y1CL3czsI329qbvvGoKxDRiFHEgtonQg/QZ7G9MNitzx7KBv\njG4fPwRjA7JOPs3MidKBzNZfQ5gT3H189L/dvyjiyEsNDY0qLp6gmTOvVnHxBDU0NKZ7SEnDqnQg\n8yV6HfnZPW2nIQzyTb5cT06UDmSewUbrXa6Pe/whSdMUid3T0hAGSJeu68nb2w++njxXCjlROpBd\nEmoI4+6z475mSjpFUltyhwZkngOvJ5dy7XpyonQg+yTa2a27v0iaOJQDAbJB1/XkhYWVGj26QoWF\nlTlxPXk4HFZtba3mzZunuro61dbWcmkZkCUSPUd+pyKr1KVI8Z8iKejuX0ri2PoaD+fIkVa5tGqd\nXulAdjjUm6ZUxz3dp0gRbx7C8Q0IhRwYGjR4AbLHIRXyTEMhBw4Nq9KB7HNIq9bNbJakf5VUHP0e\nk+TuPnpIRwkg6ViVDuSWRBe7/URStaT/5e6j3f1IijiQfViVDuSeRAv5m5JeHkyebWZBM3vRzJ43\ns/XRbZeY2ctmtt/MKuL2LTazD8xsY/SrbqDHA3AwVqUDuSvRhjDflvRfZrZG0t6uje5+ewLfG5Y0\nw93jrzt/SdJcSXf3sP+f3L2ih+0ABoEoHchtic7Ib5X0gSJd3Y6M+0qEdT+Ou7/q7lvU881YetoG\nYBCI0oHcl+iM/GPufsogj+GSnjCz/ZJ+7u739LN/wMw2SnpX0nfdfe0gjwvkLValA/kj0UL+X2b2\nGXdfNYhjTHf3t82sSJGC/kofxXmbpHHu3hY9d77CzCa5+/uDOC6Ql4jSgfySaCH/uqTrzGyvpE4N\n4PIzd387+t+QmT2qyA1Xeizk7t6paA93d99oZq9LOknSxu77Llq0KPZ4xowZmjFjRoI/CpC7uhq8\nzJ8/X7fddhsL2oAs1tTUpKampn73S2pDGDM7XNIwd3/fzI6QtErSLV0zezNbLek6d98QfX6MpF3u\nHjaz8ZLWSCp193e6vS8NYYA4ROlA7htUQxgzm+Dum+MvEYvn7gfNlLv5qKRHzcyjx/qlu68ys89L\nulPSMZJWmtkL7n6+pLMlfd/MOhRZ7f617kUcwIGI0oH81ueM3Mx+7u5fjc6cu8S+wd3Tcj9yZuRA\nBL3SgfwxqF7rZjZN0hvuvj36vFrSxZKCkha5+67kDLdvFHLkO6J0IP8Mttf6/5F0XvQNzpb0A0nf\nUuQ2pj+XdMkQjxNAP4jSAcTrryHM8LhZ93xFrgN/xN2/K+nE5A4NQHc0eAHQXb+F3My6Zu3nSnoq\n7rVEL10D0iIUCqmlpUWhUCjdQzlk9EoH0Jv+inGDpDVmtkNSu6RnJMnMTlSk8xqQkRoaGlVTs1Aj\nRwbU0RFUfX2dqqrmp3tYg0KUDqAv/V5HbmanSzpO0ip33x3ddpKkUQlcfpYULHZDX0KhkIqLJ6i9\nfbWkMkmbVFhYqdbWzSoqKkr38AaEVekAugx2sZvc/dketr02VAMDhlowGNTIkQG1t5dFt5SpoKBY\nwWAwawo5q9IBJIrz3Mg5gUAkTpc2qWtG3tnZqkAgkNZxJWrnzp2qrq7Wrl27iNIB9CvR25gCWaOo\nqEj19XUqLKzU6NEVKiysVH19XVbMxtetW6eKigpNmjSJVekAEpLUXuvJwjlyJCIUCikYDCoQCGR8\nESdKB9CfQXV2y1QUcuSS+Ch9+fLlzMIB9Ki3Qk60jqyXzdeLE6UDOFQUcmS1hoZGFRdP0MyZV6u4\neIIaGhrTPaSEhMNhLV68WHPnztWyZcto8AJg0IjWkbWy9Xrxrih9586damxsZBYOICFE68g5XdeL\nR4q4FH+9eKaKj9KffvppijiAQ8Z15Mha2XS9OKvSASQLhRxZq+t68ZqaShUUFKuzszUjrxenwQuA\nZOIcObJeJl8vvm7dOlVVVWn+/Pn0SgdwSLiOHEghonQAQ23QN00BMDBE6QBSiVXrwBCiwQuAVGNG\nDgwBonQA6UIhBw7Rjh07VF1drba2NqJ0AClHtA4cgubmZlVUVKikpIQoHUBaMCMHBoEoHUCmoJAD\nA0SUDiCTEK0DA0CUDiDTMCNPg0zuRIaeEaUDyFQU8hRraGhUTc1CjRwZueFHfX2dqqrmp3tY6ANR\nOoBMRovWFMrW+2fns+bmZlVVVWnBggX0SgeQVtyPPANk4/2z81U4HFZtba3mzZunuro61dbWUsQB\nZCSi9RTKpvtn5zOidADZhBl5CnXdP7uwsFKjR1eosLAyI++fnc9YlQ4g23COPA1YtZ55WJUOINNx\nP3KgF/FR+vLly5mFA8hILHYDekCUDiDbsdgNeSk+Sr/33ns1e/bsdA8JAAaFQo68s3PnTlVXV2vn\nzp2sSgeQ9YjWkVfWrVuniooKTZo0SU8//TRFHEDWY0aOvECUDiBXUciR84jSAeQyonXktK4ofeLE\niUTpAHISM3LkJKJ0APmCQo6cQ5QOIJ8QrSOnrFu3TuXl5UTpAPIGM3LkBKJ0APmKQo6sR5QOIJ8R\nrSOrEaUDyHfMyJGViNIBIIJCjqxDlA4Af0O0jqxClA4AB2JGjqxAlA4APaOQI+MRpQNA74jWkdGI\n0gGgb8zIkZGI0gEgMRRyZJwdO3aourpau3btIkoHgH4QrSOjNDc3q6KiQpMmTSJKB4AEMCNHRiBK\nB4DBoZAj7YjSAWDwiNbTIBQKqaWlRaFQKN1DSTuidAA4NBTyFGtoaFRx8QTNnHm1iosnqKGhMd1D\nSotwOKza2lrNmzdPy5Yt0+LFi1VQUJDuYQFA1jF3T/cYBszMPBvHHQqFVFw8Qe3tqyWVSdqkwsJK\ntbZuVlFRUbqHlzLxUXpjYyOzcABIgJnJ3a37dmbkKRQMBjVyZECRIi5JZSooKFYwGEzfoFKMKB0A\nhhaL3VIoEAiooyMoaZO6ZuSdna0KBAJpHVcqsCodAJKDQp5CRUVFqq+vU01NpQoKitXZ2ar6+rqc\nj9VZlQ4AycM58jQIhUIKBoMKBAI5X8Sbm5tVVVWlBQsW6NZbb2VBGwAMUm/nyCnkSAqidAAYWr0V\ncqJ1DDmidABIHVatY0h1rUovKSlhVToApAAzcgwJonQASA8KOQ4ZUToApA/ROg4JUToApBczcgxK\nfJReX1+vWbNmpXtIAJCXKOQYsJ07dxKlA0CGIFrHgKxbty7WK33NmjUUcQBIs6QXcjMLmtmLZva8\nma2PbrvEzF42s/1mVtFt/xvNbIuZvWJmn0n2+JCYrtuOzp07V8uWLVNtbS1d2gAgA6QiWg9LmuHu\nbXHbXpI0V9Ld8Tua2URJl0maKOnjkp40s0/Qxi29iNIBIHOlIlq37sdx91fdfUv0tXgXSVru7vvc\nPShpi6RpKRgjekGUDgCZLRWF3CU9YWYtZvaVfvY9XtKbcc/fim5DihGlA0B2SEW0Pt3d3zazIkUK\n+ivuvjYFx8UgEaUDQPZIeiF397ej/w2Z2aOKROW9FfK3JI2Ne/7x6LaDLFq0KPZ4xowZmjFjxhCM\nFuvWrVNVVZUuu+wy3XbbbczCASBNmpqa1NTU1O9+Sb2NqZkdLmmYu79vZkdIWiXpFndfFX19taTr\n3H1D9PkkSb+U9ElFIvUnJB202I3bmA69cDispUuXxnql0+AFADJLum5j+lFJj5qZR4/1S3dfZWaf\nl3SnpGMkrTSzF9z9fHf/o5k9LOmPkjolLaRiJ198lL5+/XqidADIIkmdkScLM/Kh0xWlz58/X7fe\neitROgBkqHTNyJGhiNIBIDdQyPMQUToA5A56recZGrwAQG5hRp4niNIBIDdRyPMAUToA5C6i9RxH\nlA4AuY0ZeY4iSgeA/EAhz0FE6QCQP4jWc0QoFFJLS4sef/xxonQAyCPMyHNAQ0Ojrrzy65IO1549\n23TdddeptrY23cMCAKQALVqzXCgU0rhxJ2nPnlJJ+yTdrMLCL6i1dbOKiorSPTwAwBDprUUr0XqW\n++1vf6u9ez+QdLqkNZI+q4KCYgWDwfQODACQEkTrWSocDmvJkiVavHixCgpGqqPjS5IKJG1SZ2er\nAoFAmkcIAEgFCnkWil+VvmHDBjU3/0E1NZUqKChWZ2er6uvriNUBIE9wjjzL9Hbb0VAopGAwqEAg\nQBEHgBzU2zlyCnmW6IrSly5dqvr6ehq8AECe4X7kWSw+Sm9paeHacABADKvWMxy90gEAfWFGnqGI\n0gEAiaCQZyCidABAoojWMwxROgBgIJiRZwiidADAYFDIM8COHTtUXV2ttrY2onQAwIAQradZc3Oz\nKioqVFJSQpQOABgwZuRpEh+l33vvvZo9e3a6hwQAyEIU8jToitJZlQ4AOFRE6ykWH6U//fTTFHEA\nwCFhRp4iROkAgGSgkKdAV4OXnTt3EqUDAIYU0XqSNTc3q7y8XBMnTiRKBwAMOWbkSUKUDgBIBQp5\nErAqHQCQKkTrQ6xrVfqkSZOI0gEASceMfIgQpQMA0oFCPgSI0gEA6UK0foiI0gEA6cSMfJCI0gEA\nmYBCPghE6QCATEG0PkBE6QCATMKMPEFE6QCATEQhTwBROgAgUxGt94MoHQCQyZiR94IoHQCQDSjk\nPSBKBwBkC6L1bojSAQDZhBl5FFE6ACAbUchFlA4AyF55H613ReklJSVE6QCArJO3M3KidABALsjL\nQk6UDgDIFXkXrROlAwBySd7MyInSAQC5KC8KOVE6ACBX5Xy0TpQOAMhlOTsjj4/S6+vrNWvWrHQP\nCQCAIZeThbwrSm9rayNKBwDktJyL1uOj9DVr1lDEAQA5LWdm5ETpAIB8lBOFnCgdAJCvsj5aJ0pP\nnqampnQPAYPEZ5fd+PyyVzo+u6wt5OFwWLW1tZo3b57q6upUW1urgoKCdA8rp/B/JtmLzy678fll\nr3R8dlkbrc+ePZsoHQCQ97J2Rk6UDgCAZO6e7jEMmJll36ABADhE7m7dt2VlIQcAABFZG60DAAAK\nOQAAWY1CnsfMLGhmL5rZ82a2PrrtEjN72cz2m1lFt/1vNLMtZvaKmX0mPaOGNLDPzsyKzewDM9sY\n/apL38gh9fr51UZ/t14ws0fMbHTc/vzuZZCBfH6p+P3L2svPMCTCkma4e1vctpckzZV0d/yOZjZR\n0mWSJkr6uKQnzewTziKLdEn4s4v6k7tX9LAd6dHT57dK0nfcPWxmP5R0o6QbzWyS+N3LNAl/ftHX\nkvr7x4w8v5m6/W/A3V919y3R1+JdJGm5u+9z96CkLZKmpWSU6MlAPjv1sg3p09Pn96S7h6NPn1Wk\naEvSHPG7l2kG8vl17Z80FPL85pKeMLMWM/tKP/seL+nNuOdvRbchPQby2UlSIBrrrTazs5I9OPSr\nv8/vSkn/FX3M717mSeTz+79xz5P6+0e0nt+mu/vbZlakyP8oX3H3tekeFBIykM9um6Rx7t4WPXe+\nwswmufv7qRsuuun18zOzf5bU6e4N6R0i+pDI5/dQdN+k//4xI89j7v529L8hSY+q77juLUlj455/\nPLoNaTCQz87dO7vO5bn7RkmvSzopFeNEz3r7/MzsckkXSPpC3O787mWYgXx+qfj9o5DnKTM73MxG\nRR8fIekzkl7uvlvc499KWmBmI83sBEknSlqfksHiAAP97MzsGDMbFn08XpHPbmuKhotuevv8zOxz\nkq6XNMfd98Z9C797GWSgn18qfv+I1vPXRyU9Gm13O0LSL919lZl9XtKdko6RtNLMXnD38939j2b2\nsKQ/SuqUtJBVs2kzoM9O0tmSvm9mHYqstv2au7+TrsGj189vi6SRikS1kvSsuy/kdy/jDOjzUwp+\n/2jRCgBAFiNaBwAgi1HIAQDIYhRyAACyGIUcAIAsRiEHACCLUcgBAMhiFHIgB5nZ8Wa2wsxei97+\n8sdmVmBm1WZ2Z7rH152ZvZfuMQDZikIO5Kb/lPSf7n6SIu0gR0m6NfrakDaPMLPhQ/A2NLQABolC\nDuQYM/u0pHZ3f1CSol3A/rcid2QqlDQuehemV83se9HvOdzMVprZ82a2ycwujW6vMLOm6F2e/q+Z\nfTS6fXV0lr9e0j+bWTDu+Ieb2RtmNtzMxke/r8XM1pjZSdF9Ama2zsxeNLN/TeE/D5BzaNEK5J4S\nSRviN7j7e2bWKqlA0tToPnsktZjZSkkBSW+5+yxJMrMjzWyEIi1f57j7TjO7TNJtkmqib1vg7l03\niyg3s3PcfY2kWZL+2933m9nPFWlJ+bqZTZN0l6RzJf1U0jJ3/6WZLUzivwWQ8yjkQP4wRe+j3NXr\n2cz+U9JZitw7eYmZ/UDS4+6+1sxKJJ2iSO9oUyTB2xb3fo1xjx+WNF/SGkkLJC2L3lDiTEm/in6/\nFPlDQpKmS5oXffwLST8c0p8UyCMUciD3/FHSJfEbzGy0pHGS9vWwv7v7lui9ki+Q9K9m9ntJKyS9\n7O7TeznO7rjHv5V0q5kdLalC0lOKnJdvc/eKno6pv50Xtx5eB5AgzpEDOcbdfy+p0My+JMUWoy2R\ndJ+kdknnmdlRZlYo6fOSms3sOEXOqz8U3bdC0quSiszs9Oj7jDCzSb0cc7ek5xSJzFd6xHuS/mxm\nsT8qzKws+rBZUlX08ReH8McH8g6FHMhNcyVdZmavSdos6QNJN0VfW6/IqvYXJP3K3TdKKpW03sye\nl/Q9Sf/m7p2KzOx/ZGYvSHpe0hnR9+hplXmjIkV5edy2L0qqMbMXzOxlSXOi26+V9A0ze1HScUPx\nAwP5ituYAgCQxZiRAwCQxSjkAABkMQo5AABZjEIOAEAWo5ADAJDFKOQAAGQxCjkAAFmMQg4AQBb7\n/4G4oWfqO8PnAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10eccd6d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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W5KSm5v5qVWdfomZYRKdMleZfygseoWlVO6SUiwGv3yd6AxjlkPUEpkkpM6SUu4BtQHMh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n8D/oyqDb6GupSjV4t/H3AnECdzKcdcMpdy3D1CmacNjnf8eMMZg6Nej7OSy9kp8OR1SWujfTue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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ec3cf10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_results('modelfiles/P9_5')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Transient Zoned Calibration with PEST\n",
    " * 4 parameters: Ksand, Ksilt, Rcond, and sy (specific yield)\n",
    " * created template files by pasting parameter names into existing upw and riv files  \n",
    "     * see ```P9Tcal_upw.tpl``` and ```P9cal_riv.tpl```\n",
    " * created simple python script to extract head values and river conductance, and output these to text file  \n",
    "     * see ```get_resultsT.py```\n",
    " * created a instruction file for PEST to read python script output  \n",
    "     * see ```resultsT_txt.ins```\n",
    "     \n",
    "Pest is run by calling\n",
    "```\n",
    ">pest p9Tcal.pst\n",
    "```\n",
    "at the command line **(must have PEST installed and in the system path)**\n",
    "\n",
    "##### Overview of PEST run for this model  \n",
    "* ```p9Tcal.pst``` is the PEST control file. It instructs PEST to create model input from the template files, and execute the batch file (see ```P9T.bat```, listed in the PEST control file under  **model command line**). \n",
    "* In this case we are also telling pest to run the python script ```get_resultsT.py``` to post-process the model results. \n",
    "* Lastly, the PEST control file tells PEST how to read the model outputs, using the instruction file (```resultsT_txt.ins```).\n",
    "\n",
    "For more information about PEST, see the manual at: http://www.pesthomepage.org/Downloads.php\n",
    "\n",
    "\n",
    "Observation weights:\n",
    "\n",
    "    Head errors         stdev\terror\tweight \n",
    "    measurement_error\t0.002\t        500\n",
    "    survey_error\t     0.02\t\t     50\n",
    "    total\t            0.022\t\t    550\n",
    "            \n",
    "    River flux errors\t\t\t\n",
    "    toRiver\t          0.1\t 4555\t 2.20E-04\n",
    "    fromRiver\t        0.1\t 35\t   2.86E-02\n",
    " \n",
    "    \n",
    "Starting objective function:  \n",
    "\n",
    "   Sum of squared weighted residuals (ie phi)               =  4.07432E+07\n",
    "   Contribution to phi from observation group \"heads\"       =  2.79688E+07\n",
    "   Contribution to phi from observation group \"rflux\"       =  1.27744E+07  \n",
    "    \n",
    "Optimal parameter values:  \n",
    "    \n",
    "         rcond     48606.60000000000         1.000000         0.000000    \n",
    "         ksand     44.04990000000000         1.000000         0.000000    \n",
    "         ksilt     3.613410000000000         1.000000         0.000000    \n",
    "            sy    0.1450755800000000         1.000000         0.000000     "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Run PEST\n",
    "at the command line (as shown above) before executing the next cell"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total River Leakage In: 390.45489502\n",
      "Total River Leakage Out: -45538.5976562\n"
     ]
    },
    {
     "data": {
      "image/png": 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QWFioYi8JE/eC7+5vhf8MmtkqQkW9o4L/VeD37t4EBM2shtC1/EDrHefPnx95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\nJAv8/0ZjTDRQ4fciAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ea248d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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AaJOlLooetW7/7N/L890fY8Hn6yhYtJi9TqHWSo9T60AK5NSOI/rqFVo2qMrG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\ndzdJJH73ahetzm5jrv1+O5OWxFFVHwAuSMh6bUr5a4FrW+mzvlE0+Y2f6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GeB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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10eccd9d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_results('modelfiles/P9Tcal')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
